diff --git a/.github/workflows/CI.yml b/.github/workflows/CI.yml index 3b2123337..407c8ca1f 100644 --- a/.github/workflows/CI.yml +++ b/.github/workflows/CI.yml @@ -11,7 +11,7 @@ jobs: runs-on: ${{ matrix.os }} strategy: matrix: - julia-version: ['1.8'] + julia-version: ['1.10'] julia-arch: [x64] os: [windows-latest] diff --git a/.github/workflows/build_docs.yml b/.github/workflows/build_docs.yml index b6365e57b..a8f7ea0a4 100644 --- a/.github/workflows/build_docs.yml +++ b/.github/workflows/build_docs.yml @@ -14,7 +14,7 @@ jobs: - uses: actions/checkout@v2 - uses: julia-actions/setup-julia@latest with: - version: '1.8' + version: '1.10' - name: Install dependencies run: julia --project=docs/ -e 'using Pkg; Pkg.develop(PackageSpec(path=pwd())); Pkg.instantiate()' - name: Build and deploy diff --git a/CHANGELOG.md b/CHANGELOG.md index a9b85a617..58dc700b8 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -5,7 +5,9 @@ The format is based on [Keep a Changelog](https://keepachangelog.com/en/1.0.0/), and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0.html). ## Guidelines -- When making a Pull Request into `develop` start a new double-hash header for "Develop - YYYY-MM-DD" +- When working in feature branch, start a new double-hash header with the name of the branch and record changes under that +- When merging `develop` into a feature branch, keep the feature branch section and the "Develop" section separate to simplify merge conflicts +- When making a Pull Request into `develop`, merge the feature branch section into the "Develop" section (if it exists), else rename the feature branch header to "Develop" - When making a Pull Request into `master` change "Develop" to the next version number ### Formatting @@ -23,16 +25,141 @@ Classify the change according to the following categories: ### Deprecated ### Removed -## Develop 2024-08-19 +## add-cst-reopt +### Added +- Added new file `src/core/cst.jl` with new technology **CST**, which provides heating as output; technology-specific sets have been updated and added accordingly +- Added new file `src/core/cst_ssc.jl` to interface with SAM when populating inputs (i.e., performance profile) with new technology **CST** +- Added new file `src/results/cst.jl` to provide results from new technology **CST** +- Added new file `test/scenarios/cst.json` with new test for technology **CST** +### Changed +- Require NREL Developer API email set as ENV["NREL_DEVELOPER_EMAIL"] = 'your contact email' for CST runs (also requires ENV["NREL_DEVELOPER_API_KEY"]) + + +## fix-pbi +### Fixed +- Fix implementation of production-based incentives +### Added +- Added the fields `production_incentive_per_kwh`, `production_incentive_max_benefit`, `production_incentive_years`, and `production_incentive_max_kw` to the **SteamTurbine** struct. + +## v0.51.1 +### Added +- Added the following output fields: `year_one_fuel_cost_after_tax` for `ExistingBoiler`, `CHP`, `Generator`, and `Boiler`; `ElectricTariff`: `year_one_bill_after_tax` and `year_one_export_benefit_after_tax`, `Financial`: `capital_costs_after_non_discounted_incentives`, `year_one_total_operating_cost_savings_before_tax`, `year_one_total_operating_cost_savings_after_tax`, `year_one_total_operating_cost_before_tax`, `year_one_total_operating_cost_after_tax`, `year_one_fuel_cost_before_tax`, `year_one_fuel_cost_after_tax`, `year_one_chp_standby_cost_after_tax`, `year_one_chp_standby_cost_after_tax`, `GHP.avoided_capex_by_ghp_present_value` +- Add a warning so that when **SteamTurbine** is included, renewable energy fractions may not be accurate. +- Added new attribute **fuel_renewable_energy_fraction** to the technology **Boiler**. +### Changed +- Updated and fixed some `docs` pages: improved setup, using HiGHS solver, fixed docstrings +- Changed the name of the following output fields: `Financial.capital_costs_after_incentives_without_macrs` to `Financial.capital_costs_after_non_discounted_incentives_without_macrs` +### Fixed +- Update the **REoptInputs** parameter **tech_renewable_energy_fraction** so that only electricity-producing and fuel-burning heating technologies are included (instead of all technologies). +- Included the following in the `Financial.lifecycle_capital_costs` and `Financial.initial_capital_costs`: `m[Symbol("OffgridOtherCapexAfterDepr"*_n)] - m[Symbol("AvoidedCapexByGHP"*_n)] - m[Symbol("ResidualGHXCapCost"*_n)] - m[Symbol("AvoidedCapexByASHP"*_n)]` + +## v0.51.0 +### Added +- Add the following inputs to account for the clean or renewable energy fraction of grid-purchased electricity: + - **ElectricUtility** **cambium_cef_metric** to utilize clean energy data from NREL's Cambium database + - **ElectricUtility** **renewable_energy_fraction_series** to supply a custom grid clean or renewable energy scalar or series + - **Site** **include_grid_renewable_fraction_in_RE_constraints** - to allow user to choose whether to include grid RE in min max constraints +- Add the following outputs: + - **ElectricUtility** **annual_renewable_electricity_supplied_kwh** + - **Site** **onsite_and_grid_renewable_electricity_fraction_of_elec_load** + - **Site** **onsite_and_grid_renewable_energy_fraction_of_total_load** + - **ElectricLoad** **annual_electric_load_with_thermal_conversions_kwh** which calculates end-use electrical load after including electric consumption by heaters and chillers +- Add input option **optimize_soc_init_fraction** (defaults to false) to **ElectricStorage**, which makes the optimization choose the inital SOC (equal to final SOC) instead of using soc_init_fraction. The initial SOC is also constrained to equal the final SOC, which eliminates the "free energy" issue. We currently do not fix SOC when soc_init_fraction is used because this has caused infeasibility. +### Changed +- Change name of the following inputs: + - **ElectricUtility** input **cambium_metric_col** changed to **cambium_co2_metric** +- Change name of the following outputs: + - **ElectricUtility** **cambium_emissions_region** changed to **cambium_region** + - **Site** **annual_renewable_electricity_kwh** changed to **annual_onsite_renewable_electricity_kwh** + - **Site** **renewable_electricity_fraction** changed to **onsite_renewable_electricity_fraction_of_elec_load** + - **Site** **total_renewable_energy_fraction** changed to **onsite_renewable_energy_fraction_of_total_load** +- Change name of function (also available as endpoint through REopt API) from **cambium_emissions_profile** to **cambium_profile** +- Update AVERT emissions data to v4.3, which uses Regional Data Files for year 2023 for CONUS. For Alaska and Hawaii (regions AKGD, HIMS, HIOA), updated eGRID data to eGRID2022 datafile, adjusted to CO2e values. Emissions profiles are saved in `data/emissions/AVERT_Data`. +- Update Cambium API call for CO2e emissions within CONUS to Cambium 2023 dataset. This includes updates to the default values and valid options for the following **ElectricUtility** inputs: **cambium_scenario**, **cambium_location_type**, and **cambium_start_year** +- Update EMISSIONS_DECREASE_DEFAULTS from 0.02163 to 0.0459 based on Cambium 2023 data +- Update Julia version +### Fixed +- Make **ElectricTariff** **export_rate_beyond_net_metering_limit** and **wholesale_rate** with sub-hour time step work +- Update the expression `m[:AnnualEleckWh]` to include electrified thermal loads +- Update expressions `m[:AnnualREHeatkWh]` and `m[:AnnualHeatkWh]` so that only non-electrified thermal loads are included and storage losses are proportional to the contribution of fuel-burning technologies to charging storage + +## v0.50.0 +### Added +- New parameter `force_dispatch` in the **ASHPSpaceHeater** and **ASHPWaterHeater** technologies (default = `true`). When kept at `true`, the ASHP's thermal output will be the minimum of the site load(s) served and the system size (adjusted for timestep-specific capacity factor) in each period. If set to `false`, ASHP will do economic dispatch considering COP and CF along with electricity prices. +### Fixed +- Align heating and cooling load profiles based on electric load year input, if using custom electric load profile with simulated (CRB or schedule-based flatloads) heating/cooling loads +- Handling of leap years for `ElectricLoad.loads_kw` inputs to align with URDB rate structures +### Changed +- Make `year` input required with any custom load profile input (e.g. `ElectricLoad.loads_kw`, `SpaceHeatingLoad.fuel_loads_mmbtu_per_hour`) +- Shift and adjust CRB load profiles (i.e. with `doe_reference_name` input) based on the `year` input + + +## v0.49.1 +### Changed +- Swap an error for a warning with inconsistent load-year between electric and heating + +## v0.49.0 +### Added +- Ability to normalize and scale a custom load profile input to annual or monthly energy input values, for all load types +### Changed +- Internal refactoring of the three types of heating loads into a single `HeatingLoad` struct +- Moved the annual_[energy] data from the load src files into the /data/load_profiles folder +### Fixed +- Constrained export to grid in the NEM bin (`dvProductionToGrid"*_n)][t, :NEM, ts`) to be 0 when system is sized over NEM limit (i.e., when binNEM =0) + +## v0.48.2 +### Added +- Battery residual value if choosing replacement strategy for degradation +- Add new **ElectricStorage** parameters **max_duration_hours** and **min_duration_hours** to bound the energy duration of battery storage +### Changed +- Revised the battery degradation model, refactoring some methods to increase model-building efficiency and reformulating indicator constraints as big-M constraints with smaller big-M's to reduce solve time. +- Edited several documentation entries and docstrings for clarity. +### Removed +- 80% scaling of battery maintenance costs when using augmentation strategy +### Fixed +- Fixed conditions for which a warning is presented indicating that the wholesale benefit threshold is met. +- When setting **thermal_production_series_mmbtu_per_hour** output in **ExistingBoiler**, sum over heating loads instead of time steps + +## v0.48.1 +### Changed +- Replace all `1/p.s.settings.time_steps_per_hour` with `p.hours_per_time_step` for simplicity/consistency +- Rename function `add_storage_sum_constraints` to `add_storage_sum_grid_constraints` for clarity +### Added +- Constraints to prevent simultaneous charge/discharge of storage +- Specify in docstrings that **PV** **max_kw** and **size_kw** are kW-DC +- Add the Logging package to `test/Project.toml` because it is used in `runtests.jl` +### Fixed +- Force **ElectricLoad** **critical_load_kw** to be _nothing_ when **off_grid_flag** is _true_ (**critical_load_fraction** was already being forced to 1, but the user was still able to get around this by providing **critical_load_kw**) +- Removed looping over storage name in functions `add_hot_thermal_storage_dispatch_constraints` and `add_cold_thermal_storage_dispatch_constraints` because this loop is already done when calling these functions and storage name is passed in as argument `b` +- Remove extraneous line of code in `results/wind.jl` +- Change type of **value_of_lost_load** in **FinancialInputs** struct to fix convert error when user provides an _Int_ +- Change international location in "Solar Dataset" test set from Cameroon to Oulu because the locations in the NSRDB have been expanded significantly so there is now an NSRDB point at Cameroon +- Handle edge case where the values of **outage_start_time_steps** and **outage_durations** makes an outage extend beyond the end of the year. The outage will now wrap around to the beginning of the year. +- Enforce minimum allowable sizes for ASHP technologies by introducing improved big-M values for segmented size constraints. +- Removed default values from ASHP functions that calculate minimum allowable size and performance. + +## v0.48.0 ### Added - Added new file `src/core/ASHP.jl` with new technology **ASHP**, which uses electricity as input and provides heating and/or cooling as output; load balancing and technology-specific constraints have been updated and added accordingly - In `src/core/existing_chiller.jl`, Added new atttribute **retire_in_optimal** to the **ExistingChiller** struct +- Financial output **initial_capital_costs_after_incentives_without_macrs** which has "net year one" CapEx after incentives except for MACRS, which helps with users defining their own "simple payback period" ### Changed -- Improve the full test suite reporting with a verbose summary table, and update the structure to reflect long-term open-source solver usage -- Removed MacOS from the runner list and just run with Windows OS, since MacOS commonly freezes and gets cancelled. We have not seen Windows OS pass while other OS's fail. . -- Suppress JuMP warning messages from 15-minute and multiple PVs test scenarios to avoid flooding the test logs with those warnings +- Improve the full test suite reporting with a verbose summary table, and update the structure to reflect long-term open-source solver usage. +- Removed MacOS from the runner list and just run with Windows OS, since MacOS commonly freezes and gets cancelled. We have not seen Windows OS pass while other OS's fail. +- Suppress JuMP warning messages from 15-minute and multiple PVs test scenarios to avoid flooding the test logs with those warnings. - Updated/specified User-Agent header of "REopt.jl" for PVWatts and Wind Toolkit API requests; default before was "HTTP.jl"; this allows specific tracking of REopt.jl usage which call PVWatts and Wind Toolkit through api.data.gov. +- Improves DRY coding by replacing multiple instances of the same chunks of code for MACRS deprecation and CHP capital cost into functions that are now in financial.jl. +- Simplifies the CHP sizing test to avoid a ~30 minute solve time, by avoiding the fuel burn y-intercept binaries which come with differences between full-load and part-load efficiency. +- For third party analysis proforma.jl metrics, O&M cost for existing Generator is now kept with offtaker, not the owner/developer +### Fixed +- Proforma calcs including "simple" payback and IRR for thermal techs/scenarios. + - The operating costs of fuel and O&M were missing for all thermal techs such as ExistingBoiler, CHP, and others; this adds those sections of code to properly calculate the operating costs. +- Added a test to validate the simple payback calculation with CHP (and ExistingBoiler) and checks the REopt result value against a spreadsheet proforma calculation (see Bill's spreadsheet). +- Added a couple of missing techs for the initial capital cost calculation in financial.jl. +- An issue with setup_boiler_inputs in reopt_inputs.jl. +- Fuel costs in proforma.jl were not consistent with the optimization costs, so that was corrected so that they are only added to the offtaker cashflows and not the owner/developer cashflows for third party. + ## v0.47.2 ### Fixed diff --git a/Manifest.toml b/Manifest.toml index 70d4fc8bb..bea44baf3 100644 --- a/Manifest.toml +++ b/Manifest.toml @@ -1,20 +1,49 @@ # This file is machine-generated - editing it directly is not advised 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"GeoFormatTypes", "GeoInterface", "GeoInterfaceRecipes", "ImageCore", "Tables"] @@ -33,15 +62,15 @@ uuid = "56f22d72-fd6d-98f1-02f0-08ddc0907c33" uuid = "2a0f44e3-6c83-55bd-87e4-b1978d98bd5f" [[deps.BenchmarkTools]] -deps = ["JSON", "Logging", "Printf", "Profile", "Statistics", "UUIDs"] -git-tree-sha1 = "d9a9701b899b30332bbcb3e1679c41cce81fb0e8" +deps = ["Compat", "JSON", "Logging", "Printf", "Profile", "Statistics", "UUIDs"] +git-tree-sha1 = "e38fbc49a620f5d0b660d7f543db1009fe0f8336" uuid = "6e4b80f9-dd63-53aa-95a3-0cdb28fa8baf" -version = "1.3.2" +version = "1.6.0" [[deps.BitFlags]] -git-tree-sha1 = "43b1a4a8f797c1cddadf60499a8a077d4af2cd2d" +git-tree-sha1 = "0691e34b3bb8be9307330f88d1a3c3f25466c24d" uuid = "d1d4a3ce-64b1-5f1a-9ba4-7e7e69966f35" -version = "0.1.7" +version = "0.1.9" [[deps.Blosc]] deps = ["Blosc_jll"] @@ -51,15 +80,15 @@ version = "0.7.3" [[deps.Blosc_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Lz4_jll", "Zlib_jll", "Zstd_jll"] -git-tree-sha1 = 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"7b8a93dba8af7e3b42fecabf646260105ac373f7" +deps = ["MacroTools"] +git-tree-sha1 = "cda2cfaebb4be89c9084adaca7dd7333369715c5" uuid = "bbf7d656-a473-5ed7-a52c-81e309532950" -version = "0.3.0" +version = "0.3.1" [[deps.Compat]] -deps = ["Dates", "LinearAlgebra", "UUIDs"] -git-tree-sha1 = "8a62af3e248a8c4bad6b32cbbe663ae02275e32c" +deps = ["TOML", "UUIDs"] +git-tree-sha1 = "8ae8d32e09f0dcf42a36b90d4e17f5dd2e4c4215" uuid = "34da2185-b29b-5c13-b0c7-acf172513d20" -version = "4.10.0" +version = "4.16.0" +weakdeps = ["Dates", "LinearAlgebra"] + + [deps.Compat.extensions] + CompatLinearAlgebraExt = "LinearAlgebra" [[deps.CompilerSupportLibraries_jll]] deps = ["Artifacts", "Libdl"] uuid = "e66e0078-7015-5450-92f7-15fbd957f2ae" -version = "0.5.2+0" +version = "1.1.1+0" + +[[deps.CompositionsBase]] +git-tree-sha1 = "802bb88cd69dfd1509f6670416bd4434015693ad" +uuid = "a33af91c-f02d-484b-be07-31d278c5ca2b" +version = "0.1.2" +weakdeps = ["InverseFunctions"] + + [deps.CompositionsBase.extensions] + CompositionsBaseInverseFunctionsExt = "InverseFunctions" [[deps.ConcurrentUtilities]] deps = ["Serialization", "Sockets"] -git-tree-sha1 = "5372dbbf8f0bdb8c700db5367132925c0771ef7e" +git-tree-sha1 = "f36e5e8fdffcb5646ea5da81495a5a7566005127" uuid = "f0e56b4a-5159-44fe-b623-3e5288b988bb" -version = "2.2.1" +version = "2.4.3" [[deps.ConstructionBase]] -deps = ["LinearAlgebra"] -git-tree-sha1 = "c53fc348ca4d40d7b371e71fd52251839080cbc9" +git-tree-sha1 = "76219f1ed5771adbb096743bff43fb5fdd4c1157" uuid = "187b0558-2788-49d3-abe0-74a17ed4e7c9" -version = "1.5.4" +version = "1.5.8" + + [deps.ConstructionBase.extensions] + ConstructionBaseIntervalSetsExt = "IntervalSets" + ConstructionBaseLinearAlgebraExt = "LinearAlgebra" + ConstructionBaseStaticArraysExt = "StaticArrays" + + [deps.ConstructionBase.weakdeps] + IntervalSets = "8197267c-284f-5f27-9208-e0e47529a953" + LinearAlgebra = "37e2e46d-f89d-539d-b4ee-838fcccc9c8e" + StaticArrays = "90137ffa-7385-5640-81b9-e52037218182" [[deps.CoolProp]] deps = ["CoolProp_jll", "Markdown", "Unitful"] @@ -156,9 +195,9 @@ version = "0.1.0" [[deps.CoolProp_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl"] -git-tree-sha1 = "3e707957390c96dbe6184dc27eb6da2f5d2e6aac" +git-tree-sha1 = "f0f70a17d132d2ab5bf2b61993db36ac1099f6c7" uuid = "3351c21f-4feb-5f29-afb9-f4fcb0e27549" -version = "6.5.0+0" +version = "6.6.0+0" [[deps.Crayons]] git-tree-sha1 = "249fe38abf76d48563e2f4556bebd215aa317e15" @@ -166,21 +205,21 @@ uuid = "a8cc5b0e-0ffa-5ad4-8c14-923d3ee1735f" version = "4.1.1" [[deps.DataAPI]] -git-tree-sha1 = "8da84edb865b0b5b0100c0666a9bc9a0b71c553c" +git-tree-sha1 = "abe83f3a2f1b857aac70ef8b269080af17764bbe" uuid = "9a962f9c-6df0-11e9-0e5d-c546b8b5ee8a" -version = "1.15.0" +version = "1.16.0" [[deps.DataFrames]] -deps = ["Compat", "DataAPI", "DataStructures", "Future", "InlineStrings", "InvertedIndices", "IteratorInterfaceExtensions", "LinearAlgebra", "Markdown", "Missings", "PooledArrays", "PrecompileTools", "PrettyTables", "Printf", "REPL", "Random", "Reexport", "SentinelArrays", "SortingAlgorithms", "Statistics", "TableTraits", "Tables", "Unicode"] -git-tree-sha1 = "04c738083f29f86e62c8afc341f0967d8717bdb8" +deps = ["Compat", "DataAPI", "DataStructures", "Future", "InlineStrings", "InvertedIndices", "IteratorInterfaceExtensions", "LinearAlgebra", "Markdown", "Missings", "PooledArrays", "PrecompileTools", "PrettyTables", "Printf", "Random", "Reexport", "SentinelArrays", "SortingAlgorithms", "Statistics", "TableTraits", "Tables", "Unicode"] +git-tree-sha1 = "fb61b4812c49343d7ef0b533ba982c46021938a6" uuid = "a93c6f00-e57d-5684-b7b6-d8193f3e46c0" -version = "1.6.1" +version = "1.7.0" [[deps.DataStructures]] deps = ["Compat", "InteractiveUtils", "OrderedCollections"] -git-tree-sha1 = "3dbd312d370723b6bb43ba9d02fc36abade4518d" +git-tree-sha1 = "1d0a14036acb104d9e89698bd408f63ab58cdc82" uuid = "864edb3b-99cc-5e75-8d2d-829cb0a9cfe8" -version = "0.18.15" +version = "0.18.20" [[deps.DataValueInterfaces]] git-tree-sha1 = "bfc1187b79289637fa0ef6d4436ebdfe6905cbd6" @@ -193,7 +232,9 @@ uuid = "ade2ca70-3891-5945-98fb-dc099432e06a" [[deps.DelimitedFiles]] deps = ["Mmap"] +git-tree-sha1 = "9e2f36d3c96a820c678f2f1f1782582fcf685bae" uuid = "8bb1440f-4735-579b-a4ab-409b98df4dab" +version = "1.9.1" [[deps.DiffResults]] deps = ["StaticArraysCore"] @@ -208,10 +249,10 @@ uuid = "b552c78f-8df3-52c6-915a-8e097449b14b" version = "1.15.1" [[deps.DiskArrays]] -deps = ["OffsetArrays"] -git-tree-sha1 = "1bfa9de80f35ac63c6c381b2d43c590875896a1f" +deps = ["LRUCache", "OffsetArrays"] +git-tree-sha1 = "ef25c513cad08d7ebbed158c91768ae32f308336" uuid = "3c3547ce-8d99-4f5e-a174-61eb10b00ae3" -version = "0.3.22" +version = "0.3.23" [[deps.Distributed]] deps = ["Random", "Serialization", "Sockets"] @@ -230,26 +271,30 @@ version = "1.6.0" [[deps.ExceptionUnwrapping]] deps = ["Test"] -git-tree-sha1 = "e90caa41f5a86296e014e148ee061bd6c3edec96" +git-tree-sha1 = "d36f682e590a83d63d1c7dbd287573764682d12a" uuid = "460bff9d-24e4-43bc-9d9f-a8973cb893f4" -version = "0.1.9" +version = "0.1.11" [[deps.Expat_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl"] -git-tree-sha1 = "4558ab818dcceaab612d1bb8c19cee87eda2b83c" +git-tree-sha1 = "e51db81749b0777b2147fbe7b783ee79045b8e99" uuid = "2e619515-83b5-522b-bb60-26c02a35a201" -version = "2.5.0+0" +version = "2.6.4+3" [[deps.Extents]] -git-tree-sha1 = "5e1e4c53fa39afe63a7d356e30452249365fba99" +git-tree-sha1 = "063512a13dbe9c40d999c439268539aa552d1ae6" uuid = "411431e0-e8b7-467b-b5e0-f676ba4f2910" -version = "0.1.1" +version = "0.1.5" [[deps.FileIO]] deps = ["Pkg", "Requires", "UUIDs"] -git-tree-sha1 = "299dc33549f68299137e51e6d49a13b5b1da9673" +git-tree-sha1 = "2dd20384bf8c6d411b5c7370865b1e9b26cb2ea3" uuid = "5789e2e9-d7fb-5bc7-8068-2c6fae9b9549" -version = "1.16.1" +version = "1.16.6" +weakdeps = ["HTTP"] + + [deps.FileIO.extensions] + HTTPExt = "HTTP" [[deps.FilePaths]] deps = ["FilePathsBase", "MacroTools", "Reexport", "Requires"] @@ -258,25 +303,36 @@ uuid = "8fc22ac5-c921-52a6-82fd-178b2807b824" version = "0.8.3" [[deps.FilePathsBase]] -deps = ["Compat", "Dates", "Mmap", "Printf", "Test", "UUIDs"] -git-tree-sha1 = "9f00e42f8d99fdde64d40c8ea5d14269a2e2c1aa" +deps = ["Compat", "Dates"] +git-tree-sha1 = "7878ff7172a8e6beedd1dea14bd27c3c6340d361" uuid = "48062228-2e41-5def-b9a4-89aafe57970f" -version = "0.9.21" +version = "0.9.22" +weakdeps = ["Mmap", "Test"] + + [deps.FilePathsBase.extensions] + FilePathsBaseMmapExt = "Mmap" + FilePathsBaseTestExt = "Test" [[deps.FileWatching]] uuid = "7b1f6079-737a-58dc-b8bc-7a2ca5c1b5ee" [[deps.FixedPointNumbers]] deps = ["Statistics"] -git-tree-sha1 = "335bfdceacc84c5cdf16aadc768aa5ddfc5383cc" +git-tree-sha1 = "05882d6995ae5c12bb5f36dd2ed3f61c98cbb172" uuid = "53c48c17-4a7d-5ca2-90c5-79b7896eea93" -version = "0.8.4" +version = "0.8.5" [[deps.ForwardDiff]] -deps = ["CommonSubexpressions", "DiffResults", "DiffRules", "LinearAlgebra", "LogExpFunctions", "NaNMath", "Preferences", "Printf", "Random", "SpecialFunctions", "StaticArrays"] -git-tree-sha1 = "cf0fe81336da9fb90944683b8c41984b08793dad" +deps = ["CommonSubexpressions", "DiffResults", "DiffRules", "LinearAlgebra", "LogExpFunctions", "NaNMath", "Preferences", "Printf", "Random", "SpecialFunctions"] +git-tree-sha1 = "a2df1b776752e3f344e5116c06d75a10436ab853" uuid = "f6369f11-7733-5829-9624-2563aa707210" -version = "0.10.36" +version = "0.10.38" + + [deps.ForwardDiff.extensions] + ForwardDiffStaticArraysExt = "StaticArrays" + + [deps.ForwardDiff.weakdeps] + StaticArrays = "90137ffa-7385-5640-81b9-e52037218182" [[deps.Future]] deps = ["Random"] @@ -301,21 +357,21 @@ uuid = "d604d12d-fa86-5845-992e-78dc15976526" version = "3.11.2+0" [[deps.GeoFormatTypes]] -git-tree-sha1 = "434166198434a5c2fcc0a1a59d22c3b0ad460889" +git-tree-sha1 = "59107c179a586f0fe667024c5eb7033e81333271" uuid = "68eda718-8dee-11e9-39e7-89f7f65f511f" -version = "0.4.1" +version = "0.4.2" [[deps.GeoInterface]] -deps = ["Extents"] -git-tree-sha1 = "d53480c0793b13341c40199190f92c611aa2e93c" +deps = ["DataAPI", "Extents", "GeoFormatTypes"] +git-tree-sha1 = "f4ee66b6b1872a4ca53303fbb51d158af1bf88d4" uuid = "cf35fbd7-0cd7-5166-be24-54bfbe79505f" -version = "1.3.2" +version = "1.4.0" [[deps.GeoInterfaceRecipes]] deps = ["GeoInterface", "RecipesBase"] -git-tree-sha1 = "0e26e1737e94de57c858649dc28e482b6c87d341" +git-tree-sha1 = "fb1156076f24f1dfee45b3feadb31d05730a49ac" uuid = "0329782f-3d07-4b52-b9f6-d3137cf03c7a" -version = "1.0.1" +version = "1.0.2" [[deps.Glob]] git-tree-sha1 = "97285bbd5230dd766e9ef6749b80fc617126d496" @@ -324,21 +380,27 @@ version = "1.3.1" [[deps.Graphics]] deps = ["Colors", "LinearAlgebra", "NaNMath"] -git-tree-sha1 = "d61890399bc535850c4bf08e4e0d3a7ad0f21cbd" +git-tree-sha1 = "a641238db938fff9b2f60d08ed9030387daf428c" uuid = "a2bd30eb-e257-5431-a919-1863eab51364" -version = "1.1.2" +version = "1.1.3" [[deps.H5Zblosc]] deps = ["Blosc", "HDF5"] -git-tree-sha1 = "d3966da25e48c05c31cd9786fd201627877612a2" +git-tree-sha1 = "d778420e524bcf56066e8c63c7aa315ae7269da2" uuid = "c8ec2601-a99c-407f-b158-e79c03c2f5f7" -version = "0.1.1" +version = "0.1.2" [[deps.HDF5]] -deps = ["Compat", "HDF5_jll", "Libdl", "Mmap", "Printf", "Random", "Requires", "UUIDs"] -git-tree-sha1 = "114e20044677badbc631ee6fdc80a67920561a29" +deps = ["Compat", "HDF5_jll", "Libdl", "MPIPreferences", "Mmap", "Preferences", "Printf", "Random", "Requires", "UUIDs"] +git-tree-sha1 = "e856eef26cf5bf2b0f95f8f4fc37553c72c8641c" uuid = "f67ccb44-e63f-5c2f-98bd-6dc0ccc4ba2f" -version = "0.16.16" +version = "0.17.2" + + [deps.HDF5.extensions] + MPIExt = "MPI" + + [deps.HDF5.weakdeps] + MPI = "da04e1cc-30fd-572f-bb4f-1f8673147195" [[deps.HDF5_jll]] deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "LLVMOpenMP_jll", "LazyArtifacts", "LibCURL_jll", "Libdl", "MPICH_jll", "MPIPreferences", "MPItrampoline_jll", "MicrosoftMPI_jll", "OpenMPI_jll", "OpenSSL_jll", "TOML", "Zlib_jll", "libaec_jll"] @@ -347,10 +409,16 @@ uuid = "0234f1f7-429e-5d53-9886-15a909be8d59" version = "1.14.2+1" [[deps.HTTP]] -deps = ["Base64", "CodecZlib", "ConcurrentUtilities", "Dates", "ExceptionUnwrapping", "Logging", "LoggingExtras", "MbedTLS", "NetworkOptions", "OpenSSL", "Random", "SimpleBufferStream", "Sockets", "URIs", "UUIDs"] -git-tree-sha1 = "5eab648309e2e060198b45820af1a37182de3cce" +deps = ["Base64", "CodecZlib", "ConcurrentUtilities", "Dates", "ExceptionUnwrapping", "Logging", "LoggingExtras", "MbedTLS", "NetworkOptions", "OpenSSL", "PrecompileTools", "Random", "SimpleBufferStream", "Sockets", "URIs", "UUIDs"] +git-tree-sha1 = "c67b33b085f6e2faf8bf79a61962e7339a81129c" uuid = "cd3eb016-35fb-5094-929b-558a96fad6f3" -version = "1.10.0" +version = "1.10.15" + +[[deps.Hwloc_jll]] +deps = ["Artifacts", "JLLWrappers", "Libdl"] +git-tree-sha1 = "50aedf345a709ab75872f80a2779568dc0bb461b" +uuid = "e33a78d0-f292-5ffc-b300-72abe9b543c8" +version = "2.11.2+3" [[deps.ImageCore]] deps = ["AbstractFFTs", "ColorVectorSpace", "Colors", "FixedPointNumbers", "Graphics", "MappedArrays", "MosaicViews", "OffsetArrays", "PaddedViews", "Reexport"] @@ -365,25 +433,36 @@ uuid = "2030c09a-7f63-5d83-885d-db604e0e9cc0" version = "0.7.8" [[deps.InlineStrings]] -deps = ["Parsers"] -git-tree-sha1 = "9cc2baf75c6d09f9da536ddf58eb2f29dedaf461" +git-tree-sha1 = "45521d31238e87ee9f9732561bfee12d4eebd52d" uuid = "842dd82b-1e85-43dc-bf29-5d0ee9dffc48" -version = "1.4.0" +version = "1.4.2" + + [deps.InlineStrings.extensions] + ArrowTypesExt = "ArrowTypes" + ParsersExt = "Parsers" + + [deps.InlineStrings.weakdeps] + ArrowTypes = "31f734f8-188a-4ce0-8406-c8a06bd891cd" + Parsers = "69de0a69-1ddd-5017-9359-2bf0b02dc9f0" [[deps.InteractiveUtils]] deps = ["Markdown"] uuid = "b77e0a4c-d291-57a0-90e8-8db25a27a240" [[deps.InverseFunctions]] -deps = ["Test"] -git-tree-sha1 = "68772f49f54b479fa88ace904f6127f0a3bb2e46" +git-tree-sha1 = "a779299d77cd080bf77b97535acecd73e1c5e5cb" uuid = "3587e190-3f89-42d0-90ee-14403ec27112" -version = "0.1.12" +version = "0.1.17" +weakdeps = ["Dates", "Test"] + + [deps.InverseFunctions.extensions] + InverseFunctionsDatesExt = "Dates" + InverseFunctionsTestExt = "Test" [[deps.InvertedIndices]] -git-tree-sha1 = "0dc7b50b8d436461be01300fd8cd45aa0274b038" +git-tree-sha1 = "6da3c4316095de0f5ee2ebd875df8721e7e0bdbe" uuid = "41ab1584-1d38-5bbf-9106-f11c6c58b48f" -version = "1.3.0" +version = "1.3.1" [[deps.IrrationalConstants]] git-tree-sha1 = "630b497eafcc20001bba38a4651b327dcfc491d2" @@ -397,15 +476,15 @@ version = "1.0.0" [[deps.JLD]] deps = ["Compat", "FileIO", "H5Zblosc", "HDF5", "Printf"] -git-tree-sha1 = "ec6afa4fd3402e4dd5b15b3e5dd2f7dd52043ce8" +git-tree-sha1 = "e42f32690d41f758e126a48ee43459ef91179d1f" uuid = "4138dd39-2aa7-5051-a626-17a0bb65d9c8" -version = "0.13.3" +version = "0.13.5" [[deps.JLLWrappers]] deps = ["Artifacts", "Preferences"] -git-tree-sha1 = "7e5d6779a1e09a36db2a7b6cff50942a0a7d0fca" +git-tree-sha1 = "a007feb38b422fbdab534406aeca1b86823cb4d6" uuid = "692b3bcd-3c85-4b1f-b108-f13ce0eb3210" -version = "1.5.0" +version = "1.7.0" [[deps.JSON]] deps = ["Dates", "Mmap", "Parsers", "Unicode"] @@ -415,15 +494,21 @@ version = "0.21.4" [[deps.JpegTurbo_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl"] -git-tree-sha1 = "6f2675ef130a300a112286de91973805fcc5ffbc" +git-tree-sha1 = "eac1206917768cb54957c65a615460d87b455fc1" uuid = "aacddb02-875f-59d6-b918-886e6ef4fbf8" -version = "2.1.91+0" +version = "3.1.1+0" [[deps.JuMP]] -deps = ["LinearAlgebra", "MacroTools", "MathOptInterface", "MutableArithmetics", "OrderedCollections", "Printf", "SnoopPrecompile", "SparseArrays"] -git-tree-sha1 = "3700a700bc80856fe673b355123ae4574f2d5dfe" +deps = ["LinearAlgebra", "MacroTools", "MathOptInterface", "MutableArithmetics", "OrderedCollections", "PrecompileTools", "Printf", "SparseArrays"] +git-tree-sha1 = "02b6e65736debc1f47b40b0f7d5dfa0217ee1f09" uuid = "4076af6c-e467-56ae-b986-b466b2749572" -version = "1.15.1" +version = "1.23.6" + + [deps.JuMP.extensions] + JuMPDimensionalDataExt = "DimensionalData" + + [deps.JuMP.weakdeps] + DimensionalData = "0703355e-b756-11e9-17c0-8b28908087d0" [[deps.LERC_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] @@ -432,15 +517,24 @@ uuid = "88015f11-f218-50d7-93a8-a6af411a945d" version = "3.0.0+1" [[deps.LLVMOpenMP_jll]] -deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] -git-tree-sha1 = "f689897ccbe049adb19a065c495e75f372ecd42b" +deps = ["Artifacts", "JLLWrappers", "Libdl"] +git-tree-sha1 = "78211fb6cbc872f77cad3fc0b6cf647d923f4929" uuid = "1d63c593-3942-5779-bab2-d838dc0a180e" -version = "15.0.4+0" +version = "18.1.7+0" + +[[deps.LRUCache]] +git-tree-sha1 = "b3cc6698599b10e652832c2f23db3cab99d51b59" +uuid = "8ac3fa9e-de4c-5943-b1dc-09c6b5f20637" +version = "1.6.1" +weakdeps = ["Serialization"] + + [deps.LRUCache.extensions] + SerializationExt = ["Serialization"] [[deps.LaTeXStrings]] -git-tree-sha1 = "f2355693d6778a178ade15952b7ac47a4ff97996" +git-tree-sha1 = "dda21b8cbd6a6c40d9d02a73230f9d70fed6918c" uuid = "b964fa9f-0449-5b57-a5c2-d3ea65f4040f" -version = "1.3.0" +version = "1.4.0" [[deps.LazyArtifacts]] deps = ["Artifacts", "Pkg"] @@ -449,21 +543,26 @@ uuid = "4af54fe1-eca0-43a8-85a7-787d91b784e3" [[deps.LibCURL]] deps = ["LibCURL_jll", "MozillaCACerts_jll"] uuid = "b27032c2-a3e7-50c8-80cd-2d36dbcbfd21" -version = "0.6.3" +version = "0.6.4" [[deps.LibCURL_jll]] deps = ["Artifacts", "LibSSH2_jll", "Libdl", "MbedTLS_jll", "Zlib_jll", "nghttp2_jll"] uuid = "deac9b47-8bc7-5906-a0fe-35ac56dc84c0" -version = "7.84.0+0" +version = "8.4.0+0" [[deps.LibGit2]] -deps = ["Base64", "NetworkOptions", "Printf", "SHA"] +deps = ["Base64", "LibGit2_jll", "NetworkOptions", "Printf", "SHA"] uuid = "76f85450-5226-5b5a-8eaa-529ad045b433" +[[deps.LibGit2_jll]] +deps = ["Artifacts", "LibSSH2_jll", "Libdl", "MbedTLS_jll"] +uuid = "e37daf67-58a4-590a-8e99-b0245dd2ffc5" +version = "1.6.4+0" + [[deps.LibSSH2_jll]] deps = ["Artifacts", "Libdl", "MbedTLS_jll"] uuid = "29816b5a-b9ab-546f-933c-edad1886dfa8" -version = "1.10.2+0" +version = "1.11.0+1" [[deps.Libdl]] uuid = "8f399da3-3557-5675-b5ff-fb832c97cbdb" @@ -481,7 +580,7 @@ uuid = "bf674bac-ffe4-48d3-9f32-72124ffa9ede" version = "0.2.0" [[deps.LinearAlgebra]] -deps = ["Libdl", "libblastrampoline_jll"] +deps = ["Libdl", "OpenBLAS_jll", "libblastrampoline_jll"] uuid = "37e2e46d-f89d-539d-b4ee-838fcccc9c8e" [[deps.LittleCMS_jll]] @@ -491,10 +590,20 @@ uuid = "d3a379c0-f9a3-5b72-a4c0-6bf4d2e8af0f" version = "2.12.0+0" [[deps.LogExpFunctions]] -deps = ["ChainRulesCore", "ChangesOfVariables", "DocStringExtensions", "InverseFunctions", "IrrationalConstants", "LinearAlgebra"] -git-tree-sha1 = "7d6dd4e9212aebaeed356de34ccf262a3cd415aa" +deps = ["DocStringExtensions", "IrrationalConstants", "LinearAlgebra"] +git-tree-sha1 = "13ca9e2586b89836fd20cccf56e57e2b9ae7f38f" uuid = "2ab3a3ac-af41-5b50-aa03-7779005ae688" -version = "0.3.26" +version = "0.3.29" + + [deps.LogExpFunctions.extensions] + LogExpFunctionsChainRulesCoreExt = "ChainRulesCore" + LogExpFunctionsChangesOfVariablesExt = "ChangesOfVariables" + LogExpFunctionsInverseFunctionsExt = "InverseFunctions" + + [deps.LogExpFunctions.weakdeps] + ChainRulesCore = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4" + ChangesOfVariables = "9e997f8a-9a97-42d5-a9f1-ce6bfc15e2c0" + InverseFunctions = "3587e190-3f89-42d0-90ee-14403ec27112" [[deps.Logging]] uuid = "56ddb016-857b-54e1-b83d-db4d58db5568" @@ -507,33 +616,32 @@ version = "0.4.9" [[deps.Lz4_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl"] -git-tree-sha1 = "6c26c5e8a4203d43b5497be3ec5d4e0c3cde240a" +git-tree-sha1 = "191686b1ac1ea9c89fc52e996ad15d1d241d1e33" uuid = "5ced341a-0733-55b8-9ab6-a4889d929147" -version = "1.9.4+0" +version = "1.10.1+0" [[deps.MPICH_jll]] -deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "LazyArtifacts", "Libdl", "MPIPreferences", "TOML"] -git-tree-sha1 = "8a5b4d2220377d1ece13f49438d71ad20cf1ba83" +deps = ["Artifacts", "CompilerSupportLibraries_jll", "Hwloc_jll", "JLLWrappers", "LazyArtifacts", "Libdl", "MPIPreferences", "TOML"] +git-tree-sha1 = "7715e65c47ba3941c502bffb7f266a41a7f54423" uuid = "7cb0a576-ebde-5e09-9194-50597f1243b4" -version = "4.1.2+0" +version = "4.2.3+0" [[deps.MPIPreferences]] deps = ["Libdl", "Preferences"] -git-tree-sha1 = "781916a2ebf2841467cda03b6f1af43e23839d85" +git-tree-sha1 = "c105fe467859e7f6e9a852cb15cb4301126fac07" uuid = "3da0fdf6-3ccc-4f1b-acd9-58baa6c99267" -version = "0.1.9" +version = "0.1.11" [[deps.MPItrampoline_jll]] deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "LazyArtifacts", "Libdl", "MPIPreferences", "TOML"] -git-tree-sha1 = "6979eccb6a9edbbb62681e158443e79ecc0d056a" +git-tree-sha1 = "70e830dab5d0775183c99fc75e4c24c614ed7142" uuid = "f1f71cc9-e9ae-5b93-9b94-4fe0e1ad3748" -version = "5.3.1+0" +version = "5.5.1+2" [[deps.MacroTools]] -deps = ["Markdown", "Random"] -git-tree-sha1 = "9ee1618cbf5240e6d4e0371d6f24065083f60c48" +git-tree-sha1 = "72aebe0b5051e5143a079a4685a46da330a40472" uuid = "1914dd2f-81c6-5fcd-8719-6d5c9610ff09" -version = "0.5.11" +version = "0.5.15" [[deps.MappedArrays]] git-tree-sha1 = "2dab0221fe2b0f2cb6754eaa743cc266339f527e" @@ -546,20 +654,20 @@ uuid = "d6f4376e-aef5-505a-96c1-9c027394607a" [[deps.MathOptInterface]] deps = ["BenchmarkTools", "CodecBzip2", "CodecZlib", "DataStructures", "ForwardDiff", "JSON", "LinearAlgebra", "MutableArithmetics", "NaNMath", "OrderedCollections", "PrecompileTools", "Printf", "SparseArrays", "SpecialFunctions", "Test", "Unicode"] -git-tree-sha1 = "5c9f1e635e8d491297e596b56fec1c95eafb95a3" +git-tree-sha1 = "e065ca5234f53fd6f920efaee4940627ad991fb4" uuid = "b8f27783-ece8-5eb3-8dc8-9495eed66fee" -version = "1.20.1" +version = "1.34.0" [[deps.MbedTLS]] -deps = ["Dates", "MbedTLS_jll", "MozillaCACerts_jll", "Random", "Sockets"] -git-tree-sha1 = "03a9b9718f5682ecb107ac9f7308991db4ce395b" +deps = ["Dates", "MbedTLS_jll", "MozillaCACerts_jll", "NetworkOptions", "Random", "Sockets"] +git-tree-sha1 = "c067a280ddc25f196b5e7df3877c6b226d390aaf" uuid = "739be429-bea8-5141-9913-cc70e7f3736d" -version = "1.1.7" +version = "1.1.9" [[deps.MbedTLS_jll]] deps = ["Artifacts", "Libdl"] uuid = "c8ffd9c3-330d-5841-b78e-0817d7145fa1" -version = "2.28.0+0" +version = "2.28.2+1" [[deps.Memento]] deps = ["Dates", "Distributed", "Requires", "Serialization", "Sockets", "Test", "UUIDs"] @@ -569,15 +677,15 @@ version = "1.4.1" [[deps.MicrosoftMPI_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] -git-tree-sha1 = "a7023883872e52bc29bcaac74f19adf39347d2d5" +git-tree-sha1 = "bc95bf4149bf535c09602e3acdf950d9b4376227" uuid = "9237b28f-5490-5468-be7b-bb81f5f5e6cf" -version = "10.1.4+0" +version = "10.1.4+3" [[deps.Missings]] deps = ["DataAPI"] -git-tree-sha1 = "f66bdc5de519e8f8ae43bdc598782d35a25b1272" +git-tree-sha1 = "ec4f7fbeab05d7747bdf98eb74d130a2a2ed298d" uuid = "e1d29d7a-bbdc-5cf2-9ac0-f12de2c33e28" -version = "1.1.0" +version = "1.2.0" [[deps.Mmap]] uuid = "a63ad114-7e13-5084-954f-fe012c677804" @@ -590,34 +698,39 @@ version = "0.3.4" [[deps.MozillaCACerts_jll]] uuid = "14a3606d-f60d-562e-9121-12d972cd8159" -version = "2022.2.1" +version = "2023.1.10" [[deps.MutableArithmetics]] deps = ["LinearAlgebra", "SparseArrays", "Test"] -git-tree-sha1 = "6985021d02ab8c509c841bb8b2becd3145a7b490" +git-tree-sha1 = "a2710df6b0931f987530f59427441b21245d8f5e" uuid = "d8a4904e-b15c-11e9-3269-09a3773c0cb0" -version = "1.3.3" +version = "1.6.0" [[deps.NaNMath]] deps = ["OpenLibm_jll"] -git-tree-sha1 = "0877504529a3e5c3343c6f8b4c0381e57e4387e4" +git-tree-sha1 = "030ea22804ef91648f29b7ad3fc15fa49d0e6e71" uuid = "77ba4419-2d1f-58cd-9bb1-8ffee604a2e3" -version = "1.0.2" +version = "1.0.3" [[deps.NetworkOptions]] uuid = "ca575930-c2e3-43a9-ace4-1e988b2c1908" version = "1.2.0" [[deps.OffsetArrays]] -deps = ["Adapt"] -git-tree-sha1 = "2ac17d29c523ce1cd38e27785a7d23024853a4bb" +git-tree-sha1 = "5e1897147d1ff8d98883cda2be2187dcf57d8f0c" uuid = "6fe1bfb0-de20-5000-8ca7-80f57d26f881" -version = "1.12.10" +version = "1.15.0" + + [deps.OffsetArrays.extensions] + OffsetArraysAdaptExt = "Adapt" + + [deps.OffsetArrays.weakdeps] + Adapt = "79e6a3ab-5dfb-504d-930d-738a2a938a0e" [[deps.OpenBLAS_jll]] deps = ["Artifacts", "CompilerSupportLibraries_jll", "Libdl"] uuid = "4536629a-c528-5b80-bd46-f80d51c5b363" -version = "0.3.20+0" +version = "0.3.23+4" [[deps.OpenJpeg_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Libtiff_jll", "LittleCMS_jll", "Pkg", "libpng_jll"] @@ -628,36 +741,36 @@ version = "2.4.0+0" [[deps.OpenLibm_jll]] deps = ["Artifacts", "Libdl"] uuid = "05823500-19ac-5b8b-9628-191a04bc5112" -version = "0.8.1+0" +version = "0.8.1+2" [[deps.OpenMPI_jll]] -deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "LazyArtifacts", "Libdl", "MPIPreferences", "TOML"] -git-tree-sha1 = "e25c1778a98e34219a00455d6e4384e017ea9762" +deps = ["Artifacts", "CompilerSupportLibraries_jll", "Hwloc_jll", "JLLWrappers", "LazyArtifacts", "Libdl", "MPIPreferences", "TOML", "Zlib_jll"] +git-tree-sha1 = "2dace87e14256edb1dd0724ab7ba831c779b96bd" uuid = "fe0851c0-eecd-5654-98d4-656369965a5c" -version = "4.1.6+0" +version = "5.0.6+0" [[deps.OpenSSL]] deps = ["BitFlags", "Dates", "MozillaCACerts_jll", "OpenSSL_jll", "Sockets"] -git-tree-sha1 = "51901a49222b09e3743c65b8847687ae5fc78eb2" +git-tree-sha1 = "38cb508d080d21dc1128f7fb04f20387ed4c0af4" uuid = "4d8831e6-92b7-49fb-bdf8-b643e874388c" -version = "1.4.1" +version = "1.4.3" [[deps.OpenSSL_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl"] -git-tree-sha1 = "ceeda72c9fd6bbebc4f4f598560789145a8b6c4c" +git-tree-sha1 = "7493f61f55a6cce7325f197443aa80d32554ba10" uuid = "458c3c95-2e84-50aa-8efc-19380b2a3a95" -version = "3.0.11+0" +version = "3.0.15+3" [[deps.OpenSpecFun_jll]] -deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "Libdl", "Pkg"] -git-tree-sha1 = "13652491f6856acfd2db29360e1bbcd4565d04f1" +deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "Libdl"] +git-tree-sha1 = "1346c9208249809840c91b26703912dff463d335" uuid = "efe28fd5-8261-553b-a9e1-b2916fc3738e" -version = "0.5.5+0" +version = "0.5.6+0" [[deps.OrderedCollections]] -git-tree-sha1 = "2e73fe17cac3c62ad1aebe70d44c963c3cfdc3e3" +git-tree-sha1 = "12f1439c4f986bb868acda6ea33ebc78e19b95ad" uuid = "bac558e1-5e72-5ebc-8fee-abe8a469f55d" -version = "1.6.2" +version = "1.7.0" [[deps.PROJ_jll]] deps = ["Artifacts", "JLLWrappers", "LibCURL_jll", "Libdl", "Libtiff_jll", "Pkg", "SQLite_jll"] @@ -673,14 +786,14 @@ version = "0.5.12" [[deps.Parsers]] deps = ["Dates", "PrecompileTools", "UUIDs"] -git-tree-sha1 = "716e24b21538abc91f6205fd1d8363f39b442851" +git-tree-sha1 = "8489905bcdbcfac64d1daa51ca07c0d8f0283821" uuid = "69de0a69-1ddd-5017-9359-2bf0b02dc9f0" -version = "2.7.2" +version = "2.8.1" [[deps.Pkg]] -deps = ["Artifacts", "Dates", "Downloads", "LibGit2", "Libdl", "Logging", "Markdown", "Printf", "REPL", "Random", "SHA", "Serialization", "TOML", "Tar", "UUIDs", "p7zip_jll"] +deps = ["Artifacts", "Dates", "Downloads", "FileWatching", "LibGit2", "Libdl", "Logging", "Markdown", "Printf", "REPL", "Random", "SHA", "Serialization", "TOML", "Tar", "UUIDs", "p7zip_jll"] uuid = "44cfe95a-1eb2-52ea-b672-e2afdf69b78f" -version = "1.8.0" +version = "1.10.0" [[deps.PolyhedralRelaxations]] deps = ["DataStructures", "ForwardDiff", "JuMP", "Logging", "LoggingExtras"] @@ -702,21 +815,21 @@ version = "0.14.9" [[deps.PrecompileTools]] deps = ["Preferences"] -git-tree-sha1 = "03b4c25b43cb84cee5c90aa9b5ea0a78fd848d2f" +git-tree-sha1 = "5aa36f7049a63a1528fe8f7c3f2113413ffd4e1f" uuid = "aea7be01-6a6a-4083-8856-8a6e6704d82a" -version = "1.2.0" +version = "1.2.1" [[deps.Preferences]] deps = ["TOML"] -git-tree-sha1 = "00805cd429dcb4870060ff49ef443486c262e38e" +git-tree-sha1 = "9306f6085165d270f7e3db02af26a400d580f5c6" uuid = "21216c6a-2e73-6563-6e65-726566657250" -version = "1.4.1" +version = "1.4.3" [[deps.PrettyTables]] -deps = ["Crayons", "LaTeXStrings", "Markdown", "Printf", "Reexport", "StringManipulation", "Tables"] -git-tree-sha1 = "ee094908d720185ddbdc58dbe0c1cbe35453ec7a" +deps = ["Crayons", "LaTeXStrings", "Markdown", "PrecompileTools", "Printf", "Reexport", "StringManipulation", "Tables"] +git-tree-sha1 = "1101cd475833706e4d0e7b122218257178f48f34" uuid = "08abe8d2-0d0c-5749-adfa-8a2ac140af0d" -version = "2.2.7" +version = "2.4.0" [[deps.Printf]] deps = ["Unicode"] @@ -731,7 +844,7 @@ deps = ["InteractiveUtils", "Markdown", "Sockets", "Unicode"] uuid = "3fa0cd96-eef1-5676-8a61-b3b8758bbffb" [[deps.Random]] -deps = ["SHA", "Serialization"] +deps = ["SHA"] uuid = "9a3f8284-a2c9-5f02-9a11-845980a1fd5c" [[deps.RecipesBase]] @@ -752,10 +865,24 @@ uuid = "ae029012-a4dd-5104-9daa-d747884805df" version = "1.3.0" [[deps.Roots]] -deps = ["ChainRulesCore", "CommonSolve", "Printf", "Setfield"] -git-tree-sha1 = "06b5ac80ff1b88bd82df92c1c1875eea3954cd6e" +deps = ["Accessors", "CommonSolve", "Printf"] +git-tree-sha1 = "7e765d947455fbed09e230ee8b63c8904cbf1df9" uuid = "f2b01f46-fcfa-551c-844a-d8ac1e96c665" -version = "2.0.20" +version = "2.2.3" + + [deps.Roots.extensions] + RootsChainRulesCoreExt = "ChainRulesCore" + RootsForwardDiffExt = "ForwardDiff" + RootsIntervalRootFindingExt = "IntervalRootFinding" + RootsSymPyExt = "SymPy" + RootsSymPyPythonCallExt = "SymPyPythonCall" + + [deps.Roots.weakdeps] + ChainRulesCore = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4" + ForwardDiff = "f6369f11-7733-5829-9624-2563aa707210" + IntervalRootFinding = "d2bf35a9-74e0-55ec-b149-d360ff49b807" + SymPy = "24249f21-da20-56a4-8eb1-6a02cf4ae2e6" + SymPyPythonCall = "bc8888f7-b21e-4b7c-a06a-5d9c9496438c" [[deps.SHA]] uuid = "ea8e919c-243c-51af-8825-aaa63cd721ce" @@ -763,54 +890,49 @@ version = "0.7.0" [[deps.SQLite_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Zlib_jll"] -git-tree-sha1 = "81f7d934b52b2441f7b44520bd982fdb3607b0da" +git-tree-sha1 = "e84fab7d16107342d7638fbd519151d9a0d80720" uuid = "76ed43ae-9a5d-5a62-8c75-30186b810ce8" -version = "3.43.0+0" +version = "3.47.2+2" [[deps.SentinelArrays]] deps = ["Dates", "Random"] -git-tree-sha1 = "04bdff0b09c65ff3e06a05e3eb7b120223da3d39" +git-tree-sha1 = "712fb0231ee6f9120e005ccd56297abbc053e7e0" uuid = "91c51154-3ec4-41a3-a24f-3f23e20d615c" -version = "1.4.0" +version = "1.4.8" [[deps.Serialization]] uuid = "9e88b42a-f829-5b0c-bbe9-9e923198166b" -[[deps.Setfield]] -deps = ["ConstructionBase", "Future", "MacroTools", "StaticArraysCore"] -git-tree-sha1 = "e2cc6d8c88613c05e1defb55170bf5ff211fbeac" -uuid = "efcf1570-3423-57d1-acb7-fd33fddbac46" -version = "1.1.1" - [[deps.SimpleBufferStream]] -git-tree-sha1 = "874e8867b33a00e784c8a7e4b60afe9e037b74e1" +git-tree-sha1 = "f305871d2f381d21527c770d4788c06c097c9bc1" uuid = "777ac1f9-54b0-4bf8-805c-2214025038e7" -version = "1.1.0" - -[[deps.SnoopPrecompile]] -deps = ["Preferences"] -git-tree-sha1 = "e760a70afdcd461cf01a575947738d359234665c" -uuid = "66db9d55-30c0-4569-8b51-7e840670fc0c" -version = "1.0.3" +version = "1.2.0" [[deps.Sockets]] uuid = "6462fe0b-24de-5631-8697-dd941f90decc" [[deps.SortingAlgorithms]] deps = ["DataStructures"] -git-tree-sha1 = "c60ec5c62180f27efea3ba2908480f8055e17cee" +git-tree-sha1 = "66e0a8e672a0bdfca2c3f5937efb8538b9ddc085" uuid = "a2af1166-a08f-5f64-846c-94a0d3cef48c" -version = "1.1.1" +version = "1.2.1" [[deps.SparseArrays]] -deps = ["LinearAlgebra", "Random"] +deps = ["Libdl", "LinearAlgebra", "Random", "Serialization", "SuiteSparse_jll"] uuid = "2f01184e-e22b-5df5-ae63-d93ebab69eaf" +version = "1.10.0" [[deps.SpecialFunctions]] -deps = ["ChainRulesCore", "IrrationalConstants", "LogExpFunctions", "OpenLibm_jll", "OpenSpecFun_jll"] -git-tree-sha1 = "e2cfc4012a19088254b3950b85c3c1d8882d864d" +deps = ["IrrationalConstants", "LogExpFunctions", "OpenLibm_jll", "OpenSpecFun_jll"] +git-tree-sha1 = "64cca0c26b4f31ba18f13f6c12af7c85f478cfde" uuid = "276daf66-3868-5448-9aa4-cd146d93841b" -version = "2.3.1" +version = "2.5.0" + + [deps.SpecialFunctions.extensions] + SpecialFunctionsChainRulesCoreExt = "ChainRulesCore" + + [deps.SpecialFunctions.weakdeps] + ChainRulesCore = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4" [[deps.StackViews]] deps = ["OffsetArrays"] @@ -818,31 +940,31 @@ git-tree-sha1 = "46e589465204cd0c08b4bd97385e4fa79a0c770c" uuid = "cae243ae-269e-4f55-b966-ac2d0dc13c15" version = "0.1.1" -[[deps.StaticArrays]] -deps = ["LinearAlgebra", "Random", "StaticArraysCore", "Statistics"] -git-tree-sha1 = "0adf069a2a490c47273727e029371b31d44b72b2" -uuid = "90137ffa-7385-5640-81b9-e52037218182" -version = "1.6.5" - [[deps.StaticArraysCore]] -git-tree-sha1 = "36b3d696ce6366023a0ea192b4cd442268995a0d" +git-tree-sha1 = "192954ef1208c7019899fbf8049e717f92959682" uuid = "1e83bf80-4336-4d27-bf5d-d5a4f845583c" -version = "1.4.2" +version = "1.4.3" [[deps.Statistics]] deps = ["LinearAlgebra", "SparseArrays"] uuid = "10745b16-79ce-11e8-11f9-7d13ad32a3b2" +version = "1.10.0" [[deps.StringManipulation]] deps = ["PrecompileTools"] -git-tree-sha1 = "a04cabe79c5f01f4d723cc6704070ada0b9d46d5" +git-tree-sha1 = "a6b1675a536c5ad1a60e5a5153e1fee12eb146e3" uuid = "892a3eda-7b42-436c-8928-eab12a02cf0e" -version = "0.3.4" +version = "0.4.0" + +[[deps.SuiteSparse_jll]] +deps = ["Artifacts", "Libdl", "libblastrampoline_jll"] +uuid = "bea87d4a-7f5b-5778-9afe-8cc45184846c" +version = "7.2.1+1" [[deps.TOML]] deps = ["Dates"] uuid = "fa267f1f-6049-4f14-aa54-33bafae1ed76" -version = "1.0.0" +version = "1.0.3" [[deps.TableTraits]] deps = ["IteratorInterfaceExtensions"] @@ -851,15 +973,15 @@ uuid = "3783bdb8-4a98-5b6b-af9a-565f29a5fe9c" version = "1.0.1" [[deps.Tables]] -deps = ["DataAPI", "DataValueInterfaces", "IteratorInterfaceExtensions", "LinearAlgebra", "OrderedCollections", "TableTraits"] -git-tree-sha1 = "a1f34829d5ac0ef499f6d84428bd6b4c71f02ead" +deps = ["DataAPI", "DataValueInterfaces", "IteratorInterfaceExtensions", "OrderedCollections", "TableTraits"] +git-tree-sha1 = "598cd7c1f68d1e205689b1c2fe65a9f85846f297" uuid = "bd369af6-aec1-5ad0-b16a-f7cc5008161c" -version = "1.11.0" +version = "1.12.0" [[deps.Tar]] deps = ["ArgTools", "SHA"] uuid = "a4e569a6-e804-4fa4-b0f3-eef7a1d5b13e" -version = "1.10.1" +version = "1.10.0" [[deps.TensorCore]] deps = ["LinearAlgebra"] @@ -873,20 +995,19 @@ uuid = "8dfed614-e22c-5e08-85e1-65c5234f0b40" [[deps.TestEnv]] deps = ["Pkg"] -git-tree-sha1 = "8216a7f6946fb52123d0a178742003429897c21a" +git-tree-sha1 = "2a57e05cb9854e7260c354f1bcdbe5190adba19f" uuid = "1e6cf692-eddd-4d53-88a5-2d735e33781b" -version = "1.101.0" +version = "1.102.0" [[deps.TranscodingStreams]] -deps = ["Random", "Test"] -git-tree-sha1 = "9a6ae7ed916312b41236fcef7e0af564ef934769" +git-tree-sha1 = "0c45878dcfdcfa8480052b6ab162cdd138781742" uuid = "3bb67fe8-82b1-5028-8e26-92a6c54297fa" -version = "0.9.13" +version = "0.11.3" [[deps.URIs]] -git-tree-sha1 = "b7a5e99f24892b6824a954199a45e9ffcc1c70f0" +git-tree-sha1 = "67db6cc7b3821e19ebe75791a9dd19c9b1188f2b" uuid = "5c2747f8-b7ea-4ff2-ba2e-563bfd36b1d4" -version = "1.5.0" +version = "1.5.1" [[deps.UUIDs]] deps = ["Random", "SHA"] @@ -896,10 +1017,15 @@ uuid = "cf7118a7-6976-5b1a-9a39-7adc72f591a4" uuid = "4ec0a83e-493e-50e2-b9ac-8f72acf5a8f5" [[deps.Unitful]] -deps = ["ConstructionBase", "Dates", "InverseFunctions", "LinearAlgebra", "Random"] -git-tree-sha1 = "a72d22c7e13fe2de562feda8645aa134712a87ee" +deps = ["Dates", "LinearAlgebra", "Random"] +git-tree-sha1 = "c0667a8e676c53d390a09dc6870b3d8d6650e2bf" uuid = "1986cc42-f94f-5a68-af5c-568840ba703d" -version = "1.17.0" +version = "1.22.0" +weakdeps = ["ConstructionBase", "InverseFunctions"] + + [deps.Unitful.extensions] + ConstructionBaseUnitfulExt = "ConstructionBase" + InverseFunctionsUnitfulExt = "InverseFunctions" [[deps.WeakRefStrings]] deps = ["DataAPI", "InlineStrings", "Parsers"] @@ -915,24 +1041,24 @@ version = "1.6.1" [[deps.Zlib_jll]] deps = ["Libdl"] uuid = "83775a58-1f1d-513f-b197-d71354ab007a" -version = "1.2.12+3" +version = "1.2.13+1" [[deps.Zstd_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl"] -git-tree-sha1 = "49ce682769cd5de6c72dcf1b94ed7790cd08974c" +git-tree-sha1 = "622cf78670d067c738667aaa96c553430b65e269" uuid = "3161d3a3-bdf6-5164-811a-617609db77b4" -version = "1.5.5+0" +version = "1.5.7+0" [[deps.libaec_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl"] -git-tree-sha1 = "eddd19a8dea6b139ea97bdc8a0e2667d4b661720" +git-tree-sha1 = "46bf7be2917b59b761247be3f317ddf75e50e997" uuid = "477f73a3-ac25-53e9-8cc3-50b2fa2566f0" -version = "1.0.6+1" +version = "1.1.2+2" [[deps.libblastrampoline_jll]] -deps = ["Artifacts", "Libdl", "OpenBLAS_jll"] +deps = ["Artifacts", "Libdl"] uuid = "8e850b90-86db-534c-a0d3-1478176c7d93" -version = "5.1.1+0" +version = "5.8.0+1" [[deps.libgeotiff_jll]] deps = ["Artifacts", "JLLWrappers", "LibCURL_jll", "Libdl", "Libtiff_jll", "PROJ_jll", "Pkg"] @@ -941,17 +1067,17 @@ uuid = "06c338fa-64ff-565b-ac2f-249532af990e" version = "100.700.100+0" [[deps.libpng_jll]] -deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Zlib_jll"] -git-tree-sha1 = "94d180a6d2b5e55e447e2d27a29ed04fe79eb30c" +deps = ["Artifacts", "JLLWrappers", "Libdl", "Zlib_jll"] +git-tree-sha1 = "d7b5bbf1efbafb5eca466700949625e07533aff2" uuid = "b53b4c65-9356-5827-b1ea-8c7a1a84506f" -version = "1.6.38+0" +version = "1.6.45+1" [[deps.nghttp2_jll]] deps = ["Artifacts", "Libdl"] uuid = "8e850ede-7688-5339-a07c-302acd2aaf8d" -version = "1.48.0+0" +version = "1.52.0+1" [[deps.p7zip_jll]] deps = ["Artifacts", "Libdl"] uuid = "3f19e933-33d8-53b3-aaab-bd5110c3b7a0" -version = "17.4.0+0" +version = "17.4.0+2" diff --git a/Project.toml b/Project.toml index 7e492ee02..e3fd92e93 100644 --- a/Project.toml +++ b/Project.toml @@ -1,7 +1,7 @@ name = "REopt" uuid = "d36ad4e8-d74a-4f7a-ace1-eaea049febf6" -authors = ["Nick Laws", "Hallie Dunham ", "Bill Becker ", "Bhavesh Rathod ", "Alex Zolan ", "Amanda Farthing "] -version = "0.47.2" +authors = ["Nick Laws", "Hallie Dunham ", "Bill Becker ", "Bhavesh Rathod ", "Alex Zolan ", "Amanda Farthing ", "Xiangkun Li ", "An Pham ", "Byron Pullutasig "] +version = "0.51.1" [deps] ArchGDAL = "c9ce4bd3-c3d5-55b8-8973-c0e20141b8c3" @@ -36,10 +36,10 @@ LinDistFlow = "0.1, 0.2" MathOptInterface = "0.9, 0.10, 1" Requires = "1.3" Roots = "1.3, 2" -TestEnv = "1.7, 1.8, 1.9" +TestEnv = "1.7" Dates = "1" DelimitedFiles = "1" LinearAlgebra = "1" Logging = "1" Statistics = "1" -julia = "1.4, 1.5, 1.6, 1.7, 1.8" +julia = "1" diff --git a/README.md b/README.md index 546328a13..622cd4872 100644 --- a/README.md +++ b/README.md @@ -1,24 +1,22 @@ # REopt® Julia package -This package is currently under development, but it now has all of the capabilities of the REopt® model used in the [REopt API](https://github.com/NREL/REopt_API). +REopt.jl is the core module of the [REopt® techno-economic decision support platform](https://www.nrel.gov/reopt/), developed by the National Renewable Energy Laboratory (NREL). REopt® stands for **R**enewable **E**nergy integration and **opt**imization. REopt.jl is used within the publicly-accessible and open-source [REopt API](https://github.com/NREL/REopt_API), and the publicly available [REopt Web Tool](https://reopt.nrel.gov/tool) calls the REopt API. -For more information please see the documentation: +The REopt® techno-economic decision support platform is used by researchers to optimize energy systems for buildings, campuses, communities, microgrids, and more. REopt identifies the optimal mix of renewable energy, conventional generation, storage, and electrification technologies to meet cost savings, resilience, emissions reductions, and energy performance goals. + +For more information about REopt.jl please see the Julia documentation: [![](https://img.shields.io/badge/docs-dev-blue.svg)](https://nrel.github.io/REopt.jl/dev) ## Quick Start -Evaluating only `PV` and `Storage` requires a linear program solver. Adding a generator and/or multiple outages makes the problem mixed-integer linear, and thus requires a MILP solver. See https://jump.dev/JuMP.jl/stable/installation/ for a list of solvers. The REopt package has been tested with `Xpress`, `Cbc`, `HiGHS` and `CPLEX`. - -Note that not all solvers support indicator constraints and special order sets (such as HiGHS), and so not all REopt problems can be solved with solvers lacking these capabilities. +Evaluating simple `PV` and `ElectricStorage` scenarios requires a linear program solver. Evaluating net-metering, `Generator`, multiple outages, or other more complex scenario makes the problem mixed-integer linear, and thus requires a MILP solver. See https://jump.dev/JuMP.jl/stable/installation/ for a list of solvers. The REopt package has been tested with , `HiGHS`, `Cbc`, `SCIP`, `Xpress` (commercial), and `CPLEX` (commercial). ### Example ``` -using Xpress -using JuMP -using REopt +using REopt, JuMP, HiGHS -m = Model(Xpress.Optimizer) -results = run_reopt(m, "path/to/scenario.json") +m = Model(HiGHS.Optimizer) +results = run_reopt(m, "pv_storage.json") ``` See the `test/scenarios` directory for examples of `scenario.json`. diff --git a/data/ashp/ashp_defaults.json b/data/ashp/ashp_defaults.json index 1e7d74e9a..9d568579c 100644 --- a/data/ashp/ashp_defaults.json +++ b/data/ashp/ashp_defaults.json @@ -11,8 +11,14 @@ "can_serve_dhw": false, "can_serve_space_heating": true, "can_serve_cooling": true, - "force_into_system": false, - "back_up_temp_threshold_degF": 10.0 + "back_up_temp_threshold_degF": 10.0, + "sizing_factor": 1.0, + "heating_cop_reference": [1.5,2.3,3.3,4.5], + "heating_cf_reference": [0.38,0.64,1.0,1.4], + "heating_reference_temps_degF": [-5,17,47,80], + "cooling_cop_reference": [4.0, 3.5, 2.9, 2.2], + "cooling_cf_reference": [1.03, 0.98, 0.93, 0.87], + "cooling_reference_temps_degF": [70, 82, 95, 110] }, "DomesticHotWater": { @@ -26,7 +32,10 @@ "can_serve_dhw": true, "can_serve_space_heating": false, "can_serve_cooling": false, - "force_into_system": false, - "back_up_temp_threshold_degF": 10.0 + "back_up_temp_threshold_degF": 10.0, + "sizing_factor": 1.0, + "heating_cop_reference": [1.5,2.3,3.3,4.5], + "heating_cf_reference": [0.38,0.64,1.0,1.4], + "heating_reference_temps_degF": [-5,17,47,80] } } diff --git a/data/emissions/AVERT_Data/AVERT_2022_CO2_lb_per_kwh.csv b/data/emissions/AVERT_Data/AVERT_2022_CO2_lb_per_kwh.csv deleted file mode 100644 index 8ff9c5e30..000000000 --- a/data/emissions/AVERT_Data/AVERT_2022_CO2_lb_per_kwh.csv +++ /dev/null @@ -1,8761 +0,0 @@ -Month,Timestamp,CA,CENT,FL,MIDA,MIDW,NCSC,NE,NW,NY,RM,SE,SW,TE,TN,AKGD,HIMS,HIOA -1,0,0.954,2.294,1.090,1.208,1.298,1.316,1.192,1.766,1.378,1.426,1.028,2.726,0.910,1.702,1.292,1.742,1.883 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-3,2008,0.804,2.140,1.112,1.942,1.594,1.330,1.824,0.926,1.402,2.718,1.028,1.648,1.518,1.818,1.292,1.742,1.883 -3,2009,1.278,2.140,1.624,1.942,1.594,0.896,1.824,1.842,1.618,2.218,1.124,2.954,1.260,0.846,1.292,1.742,1.883 -3,2010,1.024,1.802,1.354,0.904,1.352,2.200,1.140,1.290,0.992,2.378,1.578,0.690,1.336,2.574,1.292,1.742,1.883 -3,2011,1.278,0.792,0.448,1.308,2.082,0.604,1.824,1.290,0.992,2.378,1.578,0.690,1.260,1.818,1.292,1.742,1.883 -3,2012,1.070,1.668,1.112,0.904,1.594,2.200,0.946,1.842,1.308,2.772,1.130,0.690,0.862,1.818,1.292,1.742,1.883 -3,2013,1.304,2.140,0.766,1.942,2.072,0.216,1.276,0.976,1.070,2.718,1.124,3.028,1.508,2.066,1.292,1.742,1.883 -3,2014,1.456,1.698,1.210,0.808,1.924,0.896,0.862,1.218,0.924,2.718,1.028,2.954,1.362,-0.254,1.292,1.742,1.883 -3,2015,1.456,2.400,1.012,1.496,1.924,1.330,1.192,1.938,0.516,1.004,1.028,1.026,1.612,1.462,1.292,1.742,1.883 -3,2016,0.904,2.400,1.010,1.188,1.818,1.220,1.192,1.938,1.288,1.004,1.028,0.806,1.610,1.462,1.292,1.742,1.883 -3,2017,0.804,1.698,1.036,0.876,1.818,1.220,0.918,0.486,1.230,2.092,1.028,1.096,1.612,1.462,1.292,1.742,1.883 -3,2018,1.126,2.140,0.812,0.876,1.818,1.220,0.918,0.926,1.288,2.554,1.028,1.096,1.612,1.818,1.292,1.742,1.883 -3,2019,0.838,2.140,0.812,1.188,1.924,1.330,0.918,0.926,0.516,2.058,1.028,1.096,1.362,2.066,1.292,1.742,1.883 -3,2020,0.990,2.140,1.036,1.188,1.298,0.896,1.192,1.146,1.288,0.446,1.042,1.096,1.362,2.574,1.292,1.742,1.883 -3,2021,1.126,1.802,1.010,1.496,2.072,1.574,0.862,1.146,0.924,2.458,1.578,1.096,1.126,1.266,1.292,1.742,1.883 -3,2022,1.126,2.260,1.098,0.808,1.594,0.604,0.880,1.142,1.368,2.458,1.780,1.648,0.834,0.846,1.292,1.742,1.883 -3,2023,0.976,2.256,1.012,0.808,1.594,2.200,1.276,1.902,1.368,2.378,1.578,1.648,0.834,1.818,1.292,1.742,1.883 -3,2024,0.900,1.724,1.012,0.808,2.072,1.330,0.862,0.924,0.924,0.446,1.042,1.952,0.834,1.462,1.292,1.742,1.883 -3,2025,0.996,1.548,1.012,0.808,2.072,1.316,0.982,1.180,0.924,0.446,1.028,1.672,1.508,2.026,1.292,1.742,1.883 -3,2026,0.996,1.548,1.098,1.942,2.072,1.316,0.862,1.114,1.378,2.218,1.028,1.672,1.508,1.728,1.292,1.742,1.883 -3,2027,0.996,1.612,1.012,0.808,1.298,1.316,1.360,1.948,1.378,1.790,1.614,1.672,0.992,-0.052,1.292,1.742,1.883 -3,2028,0.996,1.548,0.726,1.236,1.298,1.316,1.438,1.948,1.378,2.772,1.614,1.672,1.510,0.732,1.292,1.742,1.883 -3,2029,0.900,1.548,1.094,1.236,1.298,1.316,1.438,1.114,1.378,2.718,1.614,1.740,0.862,2.316,1.292,1.742,1.883 -3,2030,0.900,1.548,1.210,1.496,1.298,1.316,0.946,1.114,0.924,2.058,1.614,1.340,1.004,1.234,1.292,1.742,1.883 -3,2031,1.062,1.724,1.132,1.236,2.010,1.316,1.140,1.910,1.378,1.790,1.614,1.340,1.518,2.316,1.292,1.742,1.883 -3,2032,0.804,1.724,0.836,0.808,2.072,1.490,0.126,1.910,1.230,2.378,1.028,1.952,0.322,2.316,1.292,1.742,1.883 -3,2033,1.024,1.548,1.112,1.942,1.594,1.220,0.570,1.146,0.964,1.790,1.042,0.806,1.260,1.728,1.292,1.742,1.883 -3,2034,1.448,2.256,0.680,0.584,2.082,1.032,0.928,1.142,1.368,2.058,1.130,1.092,0.822,1.462,1.292,1.742,1.883 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-3,2053,1.184,1.668,1.090,2.328,1.448,1.544,1.318,1.910,0.516,1.796,1.614,1.672,0.834,1.728,1.292,1.742,1.883 -3,2054,0.996,1.668,0.966,1.308,1.448,1.544,1.276,1.910,0.516,1.796,1.614,1.672,0.992,-0.052,1.292,1.742,1.883 -3,2055,1.036,1.802,0.766,1.308,2.080,1.316,1.416,1.910,1.368,1.796,1.614,1.740,1.510,1.632,1.292,1.742,1.883 -3,2056,0.990,1.802,1.272,0.584,1.224,1.490,1.438,1.910,0.522,2.092,1.028,1.952,0.910,1.632,1.292,1.742,1.883 -3,2057,1.092,1.668,0.448,1.744,1.834,1.032,1.140,1.146,1.244,2.092,1.124,1.854,0.862,1.818,1.292,1.742,1.883 -3,2058,1.018,1.668,1.072,0.912,2.148,1.574,1.824,1.532,1.244,1.796,1.578,1.092,1.304,1.266,1.292,1.742,1.883 -3,2059,1.024,2.400,1.072,1.560,1.460,0.604,0.126,1.146,1.244,1.796,0.910,0.586,0.910,1.344,1.292,1.742,1.883 -3,2060,1.304,2.254,0.680,1.560,2.148,1.612,0.946,0.926,0.342,1.796,1.578,0.586,0.834,2.574,1.292,1.742,1.883 -3,2061,0.954,2.462,1.460,1.594,1.434,0.604,1.416,0.486,0.522,1.710,1.124,3.028,1.362,0.574,1.292,1.742,1.883 -3,2062,0.804,2.236,1.210,2.452,1.834,1.574,0.796,0.926,1.070,1.710,1.028,1.188,1.612,2.066,1.292,1.742,1.883 -3,2063,0.990,1.342,1.098,2.452,1.924,1.574,1.318,1.146,1.230,2.946,1.028,1.648,1.610,1.818,1.292,1.742,1.883 -3,2064,0.976,2.236,1.036,1.828,2.060,1.574,0.880,1.146,1.288,1.710,1.028,1.886,1.610,1.818,1.292,1.742,1.883 -3,2065,0.976,2.236,0.812,2.452,1.224,0.604,0.796,1.532,1.230,1.710,1.028,0.320,1.610,2.066,1.292,1.742,1.883 -3,2066,0.812,2.236,0.812,1.594,1.224,2.192,1.276,1.146,1.230,2.946,1.028,0.320,1.610,1.818,1.292,1.742,1.883 -3,2067,0.812,2.462,0.812,1.560,1.224,2.308,1.360,1.146,1.368,1.710,1.042,0.320,1.610,1.818,1.292,1.742,1.883 -3,2068,1.058,2.254,1.010,2.196,1.834,0.984,0.946,0.926,1.308,2.718,1.578,0.320,1.610,1.266,1.292,1.742,1.883 -3,2069,0.990,1.614,1.094,2.084,2.148,1.244,1.014,0.486,1.490,2.032,0.994,1.648,1.356,0.808,1.292,1.742,1.883 -3,2070,0.838,1.698,0.966,1.778,1.460,2.058,2.338,2.590,0.864,1.126,0.960,1.854,1.362,1.450,1.292,1.742,1.883 -3,2071,0.904,1.698,0.966,2.084,1.460,2.184,0.974,2.590,0.864,2.894,0.994,0.806,1.362,0.808,1.292,1.742,1.883 -3,2072,0.904,1.802,1.090,1.792,1.434,2.308,1.494,1.938,2.056,0.750,0.910,0.806,1.356,1.344,1.292,1.742,1.883 -3,2073,0.904,1.668,1.090,1.202,1.394,0.896,1.696,0.926,0.968,3.306,1.130,1.188,1.362,0.574,1.292,1.742,1.883 -3,2074,1.126,0.792,1.090,1.640,1.834,1.220,1.824,1.532,0.992,2.458,1.130,1.854,1.126,0.574,1.292,1.742,1.883 -3,2075,0.976,2.260,0.854,1.640,1.834,1.490,1.696,1.146,1.402,2.032,1.130,1.096,1.086,0.846,1.292,1.742,1.883 -3,2076,1.062,2.260,0.766,1.246,1.924,1.490,0.126,0.924,1.516,0.446,1.130,1.096,0.834,0.846,1.292,1.742,1.883 -3,2077,1.062,1.668,1.272,1.246,1.924,1.490,0.570,0.924,1.084,2.218,1.578,1.648,0.992,1.818,1.292,1.742,1.883 -3,2078,1.062,2.400,1.354,2.196,1.924,1.490,0.928,1.146,0.522,1.790,1.578,1.648,0.992,1.818,1.292,1.742,1.883 -3,2079,1.058,2.064,0.846,1.944,1.924,1.490,1.452,1.660,0.342,1.790,0.910,1.854,1.510,1.818,1.292,1.742,1.883 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+{"Chicago":{"Hospital":12329.57943,"LargeOffice":7706.028917000001,"MediumOffice":216.01411800000002,"SecondarySchool":8962.172873,"SmallOffice":94.19308949,"SmallHotel":479.4653436000001,"LargeHotel":5104.848129,"FastFoodRest":441.93439000000006,"MidriseApartment":1482.040156,"RetailStore":1472.8704380000001,"FullServiceRest":888.3312571,"StripMall":1497.556168,"Supermarket":3696.2112950000005,"PrimarySchool":2006.0002120000001,"FlatLoad":3258.766323,"Warehouse":2256.477231,"Outpatient":3506.5381090000005},"Helena":{"Hospital":10760.57411,"LargeOffice":7373.056709,"MediumOffice":239.8330306,"SecondarySchool":9535.484059,"SmallOffice":98.85818175,"SmallHotel":499.85992930000003,"LargeHotel":5554.910785,"FastFoodRest":468.8276835,"MidriseApartment":1531.102079,"RetailStore":1494.85988,"FullServiceRest":934.8994934,"StripMall":1604.0043970000002,"Supermarket":3948.5338049999996,"PrimarySchool":2097.777112,"FlatLoad":3252.362248,"Warehouse":2504.784991,"Outpatient":3390.42972},"Miami":{"Hospital":6248.413294,"LargeOffice":168.9731637,"MediumOffice":0.036985655,"SecondarySchool":203.5185485,"SmallOffice":0.312524873,"SmallHotel":9.098564901,"LargeHotel":198.0691407,"FastFoodRest":5.426780867,"MidriseApartment":38.70606161,"RetailStore":12.12015432,"FullServiceRest":12.03181471,"StripMall":20.73216748,"Supermarket":101.2785324,"PrimarySchool":49.78021153,"FlatLoad":605.2352137,"Warehouse":56.0796017,"Outpatient":2559.185872},"LasVegas":{"Hospital":9100.302056,"LargeOffice":2479.152321,"MediumOffice":5.220181581,"SecondarySchool":2277.7410649999997,"SmallOffice":19.16330622,"SmallHotel":138.4427074,"LargeHotel":1500.581408,"FastFoodRest":100.0877773,"MidriseApartment":487.43122850000003,"RetailStore":386.0185744,"FullServiceRest":247.21791319999997,"StripMall":389.30494280000005,"Supermarket":1479.302604,"PrimarySchool":499.6562223,"FlatLoad":1413.3882199999998,"Warehouse":579.7671637999999,"Outpatient":2924.8220460000002},"Phoenix":{"Hospital":9382.021026,"LargeOffice":1584.061452,"MediumOffice":1.922551528,"SecondarySchool":1400.638544,"SmallOffice":9.988210938,"SmallHotel":83.98084516,"LargeHotel":896.790817,"FastFoodRest":57.89972381,"MidriseApartment":290.9887152,"RetailStore":208.66330580000002,"FullServiceRest":147.2569493,"StripMall":230.16060699999997,"Supermarket":972.3008295,"PrimarySchool":305.573525,"FlatLoad":1188.188154,"Warehouse":362.42249280000004,"Outpatient":3076.340876},"LosAngeles":{"Hospital":10346.1713,"LargeOffice":1458.148818,"MediumOffice":0.12342009699999999,"SecondarySchool":1198.276619,"SmallOffice":5.898878347,"SmallHotel":72.42852638,"LargeHotel":707.848762,"FastFoodRest":40.90390152,"MidriseApartment":265.2851759,"RetailStore":175.104083,"FullServiceRest":97.94277036,"StripMall":193.18730269999998,"Supermarket":1040.273464,"PrimarySchool":318.73600980000003,"FlatLoad":1228.8385369999999,"Warehouse":323.96697819999997,"Outpatient":3417.120585},"Boulder":{"Hospital":9169.381845,"LargeOffice":5027.882454,"MediumOffice":124.26913059999998,"SecondarySchool":6268.036872,"SmallOffice":65.95714912,"SmallHotel":342.77800099999996,"LargeHotel":3975.1080020000004,"FastFoodRest":306.8980525,"MidriseApartment":1098.944993,"RetailStore":1086.9187570000001,"FullServiceRest":642.8843574,"StripMall":1093.093638,"Supermarket":2966.790122,"PrimarySchool":1356.396807,"FlatLoad":2394.8859239999997,"Warehouse":1704.8648210000001,"Outpatient":3087.969786},"Minneapolis":{"Hospital":13031.2313,"LargeOffice":10199.279129999999,"MediumOffice":394.1525556,"SecondarySchool":11963.323859999999,"SmallOffice":128.12525349999999,"SmallHotel":618.0427338999999,"LargeHotel":6359.946704,"FastFoodRest":588.8854722,"MidriseApartment":1814.148381,"RetailStore":1869.8106289999998,"FullServiceRest":1121.229499,"StripMall":1952.731917,"Supermarket":4529.776664,"PrimarySchool":2600.964302,"FlatLoad":4004.001148,"Warehouse":3231.223746,"Outpatient":3661.1462229999997},"Baltimore":{"Hospital":11253.61694,"LargeOffice":5109.311943,"MediumOffice":116.8101842,"SecondarySchool":6557.634924,"SmallOffice":63.29818348,"SmallHotel":346.3683857,"LargeHotel":3731.0254619999996,"FastFoodRest":305.2671204,"MidriseApartment":1132.964052,"RetailStore":1068.034778,"FullServiceRest":657.1337578,"StripMall":1075.39546,"Supermarket":2929.182261,"PrimarySchool":1428.239177,"FlatLoad":2539.2645399999997,"Warehouse":1568.722061,"Outpatient":3285.227941},"SanFrancisco":{"Hospital":11570.9155,"LargeOffice":2690.1191,"MediumOffice":3.8159670660000002,"SecondarySchool":3414.148347,"SmallOffice":27.53039453,"SmallHotel":189.0244446,"LargeHotel":1713.3629670000003,"FastFoodRest":127.22328700000001,"MidriseApartment":648.4472797999999,"RetailStore":569.8081034,"FullServiceRest":362.48645889999995,"StripMall":526.2320428,"Supermarket":2301.616069,"PrimarySchool":818.2159102,"FlatLoad":1808.604729,"Warehouse":675.6758453,"Outpatient":3299.0539519999998},"Seattle":{"Hospital":11935.157290000001,"LargeOffice":5266.970348,"MediumOffice":28.97979768,"Second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\ No newline at end of file diff --git a/data/load_profiles/total_electric_annual_kwh.json b/data/load_profiles/total_electric_annual_kwh.json new file mode 100644 index 000000000..cf30884dc --- /dev/null +++ b/data/load_profiles/total_electric_annual_kwh.json @@ -0,0 +1 @@ +{"Chicago":{"midriseapartment":265528,"outpatient":1587062,"mediumoffice":972772,"warehouse":245750,"hospital":8567087,"retailstore":513106,"supermarket":2025507,"largehotel":2402021,"stripmall":506886,"secondaryschool":2568086,"fastfoodrest":189558,"smalloffice":86224,"flatload":500000,"largeoffice":6369028,"fullservicerest":333659,"primaryschool":1045477,"smallhotel":759657},"Helena":{"midriseapartment":252659,"outpatient":1568262,"mediumoffice":930630,"warehouse":252245,"hospital":8068698,"retailstore":534933,"supermarket":1969137,"largehotel":2246239,"stripmall":503504,"secondaryschool":2357548,"fastfoodrest":185877,"smalloffice":84219,"flatload":500000,"largeoffice":6003137,"fullservicerest":325263,"primaryschool":994496,"smallhotel":729797},"LasVegas":{"midriseapartment":332312,"warehouse":235888,"mediumoffice":959668,"outpatient":1782941,"hospital":9011047,"retailstore":552267,"supermarket":2001224,"largehotel":2751152,"stripmall":546209,"secondaryschool":3112938,"fastfoodrest":208062,"smalloffice":95801,"flatload":1920398,"largeoffice":6750393,"primaryschool":1196111,"fullservicerest":372350,"smallhotel":818012},"Miami":{"midriseapartment":424956,"outpatient":1929148,"mediumoffice":1021224,"warehouse":202082,"hospital":10062043,"retailstore":635086,"supermarket":2260929,"largehotel":3437188,"stripmall":675793,"secondaryschool":4074081,"fastfoodrest":224494,"smalloffice":108279,"flatload":500000,"largeoffice":8002063,"fullservicerest":448713,"primaryschool":1426635,"smallhotel":972090},"Phoenix":{"midriseapartment":378378,"outpatient":1849358,"mediumoffice":1004988,"warehouse":241585,"hospital":9265786,"retailstore":593924,"supermarket":2056195,"largehotel":2990053,"stripmall":590954,"secondaryschool":3503727,"fastfoodrest":216088,"smalloffice":104583,"flatload":500000,"largeoffice":7211666,"fullservicerest":389739,"primaryschool":1289084,"smallhotel":881843},"LosAngeles":{"midriseapartment":248028,"outpatient":1565008,"mediumoffice":846742,"warehouse":182085,"hospital":8498389,"retailstore":486188,"supermarket":1935886,"largehotel":2458786,"stripmall":491972,"secondaryschool":2584380,"fastfoodrest":188857,"smalloffice":86655,"flatload":500000,"largeoffice":6642784,"fullservicerest":352240,"primaryschool":1095263,"smallhotel":751880},"Boulder":{"midriseapartment":255428,"outpatient":1621950,"mediumoffice":884726,"warehouse":243615,"hospital":8281865,"retailstore":504256,"supermarket":1956244,"largehotel":2313151,"stripmall":495018,"secondaryschool":2441588,"fastfoodrest":189092,"smalloffice":84900,"flatload":500000,"largeoffice":6127030,"fullservicerest":334005,"primaryschool":1018424,"smallhotel":736174},"Minneapolis":{"midriseapartment":267383,"outpatient":1582701,"mediumoffice":1005875,"warehouse":249332,"hospital":8425063,"retailstore":539203,"supermarket":2034650,"largehotel":2378872,"stripmall":511567,"secondaryschool":2498647,"fastfoodrest":188368,"smalloffice":85921,"flatload":500000,"largeoffice":6306693,"fullservicerest":330920,"primaryschool":1022667,"smallhotel":774571},"Baltimore":{"midriseapartment":273225,"outpatient":1623103,"mediumoffice":945425,"warehouse":229712,"hospital":8895223,"retailstore":510257,"supermarket":2018760,"largehotel":2534272,"stripmall":504715,"secondaryschool":2698987,"fastfoodrest":192831,"smalloffice":86112,"flatload":500000,"largeoffice":6836130,"fullservicerest":341893,"primaryschool":1077312,"smallhotel":767538},"SanFrancisco":{"midriseapartment":229671,"outpatient":1394447,"mediumoffice":792199,"warehouse":185889,"hospital":7752817,"retailstore":449025,"supermarket":1841655,"largehotel":2206880,"stripmall":455802,"secondaryschool":2327074,"fastfoodrest":183953,"smalloffice":78132,"flatload":500000,"largeoffice":6085403,"fullservicerest":317124,"primaryschool":1009369,"smallhotel":698095},"Seattle":{"midriseapartment":237242,"outpatient":1434195,"mediumoffice":878390,"warehouse":210300,"hospital":7912504,"retailstore":455854,"supermarket":1868973,"largehotel":2212410,"stripmall":460449,"secondaryschool":2282972,"fastfoodrest":184142,"smalloffice":79716,"flatload":500000,"largeoffice":6019271,"fullservicerest":318741,"primaryschool":983498,"smallhotel":693921},"Atlanta":{"midriseapartment":285349,"outpatient":1672434,"mediumoffice":929349,"warehouse":223009,"hospital":9054747,"retailstore":543340,"supermarket":2092966,"largehotel":2649819,"stripmall":529719,"secondaryschool":2849901,"fastfoodrest":197467,"smalloffice":90162,"flatload":500000,"largeoffice":6995864,"fullservicerest":353750,"primaryschool":1128702,"smallhotel":795777},"Duluth":{"midriseapartment":256393,"outpatient":1534322,"mediumoffice":1032533,"warehouse":256575,"hospital":8134328,"retailstore":532503,"supermarket":1980986,"largehotel":2231678,"stripmall":500979,"secondaryschool":2333466,"fastfoodrest":183713,"smalloffice":83759,"flatload":500000,"largeoffice":6036003,"fullservicerest":318867,"primaryschool":982163,"smallhotel":752284},"Fairbanks":{"midriseapartment":271840,"outpatient":162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\ No newline at end of file diff --git a/docs/Project.toml b/docs/Project.toml index ab2139680..e6518b883 100644 --- a/docs/Project.toml +++ b/docs/Project.toml @@ -6,4 +6,4 @@ REopt = "d36ad4e8-d74a-4f7a-ace1-eaea049febf6" [compat] Documenter = "0.26" -julia = "1.6, 1.7, 1.8" +julia = "1" diff --git a/docs/README.md b/docs/README.md index afc385eec..8b3ee0985 100644 --- a/docs/README.md +++ b/docs/README.md @@ -29,8 +29,8 @@ Serving HTTP on ::1 port 8000 (http://[::1]:8000/) ... Alternatively, you can use `LiveServer.jl` to host the documentation locally by running `docs/src/devdeploy.jl`; e.g.: ```julia [~/.julia/dev/REopt/docs] -(REopt) pkg> activate . -(REopt) pkg> dev REopt +(docs) pkg> activate . +(docs) pkg> dev REopt julia> include("devdeploy.jl") [ Info: Precompiling REopt [d36ad4e8-d74a-4f7a-ace1-eaea049febf6] ... diff --git a/docs/devdeploy.jl b/docs/devdeploy.jl index 7cf4ed11a..c911a9bab 100644 --- a/docs/devdeploy.jl +++ b/docs/devdeploy.jl @@ -7,8 +7,8 @@ NOTE you have to dev REopt in the `docs` environment to get local changes. e.g. ```julia [~/.julia/dev/REopt/docs] -(REopt) pkg> activate . -(REopt) pkg> dev REopt +(docs) pkg> activate . +(docs) pkg> dev REopt julia> include("devdeploy.jl") [ Info: Precompiling REopt [d36ad4e8-d74a-4f7a-ace1-eaea049febf6] ... diff --git a/docs/src/index.md b/docs/src/index.md index c3403c3ea..59b2f4852 100644 --- a/docs/src/index.md +++ b/docs/src/index.md @@ -5,23 +5,31 @@ This package is used as the core model of the [REopt API](https://github.com/NREL/REopt_API) and the [REopt Web Tool](https://reopt.nrel.gov/tool). This package contains additional functionality and flexibility to run locally and customize. ## Installing -REopt evaluations for all system types **except GHP** can be performed using the following installation instructions from the Julia REPL: -```julia -using Pkg -Pkg.add("REopt") +REopt evaluations for all system types except GHP (see below) can be performed using the following installation instructions from the package manager mode (`]`) of the Julia REPL: +```sh +(active_env) pkg> add REopt JuMP HiGHS ``` -### Add NREL developer API key for PV and Wind -If you don't have an NREL developer network API key, sign up here to get one (free): https://developer.nrel.gov/signup/; this is required to load PV and Wind resource profiles from PVWatts and the Wind Toolkit APIs from within REopt.jl. +### Add NREL developer API key for PV, CST, and Wind +If you don't have an NREL developer network API key, [sign up here on https://developer.nrel.gov to get one (free)](https://developer.nrel.gov/signup); this is required to load PV and Wind resource profiles from PVWatts and the Wind Toolkit APIs from within REopt.jl. Assign your API key to the expected environment variable: ```julia ENV["NREL_DEVELOPER_API_KEY"]="your API key" ``` -before running PV or Wind scenarios. +before running PV or Wind scenarios, and also assign your email to the expected environment variable as well before running CST scenarios: +```julia +ENV["NREL_DEVELOPER_EMAIL"]="your contact email" +``` ### Additional package loading for GHP GHP evaluations must load in the [`GhpGhx.jl`](https://github.com/NREL/GhpGhx.jl) package separately because it has a more [restrictive license](https://github.com/NREL/GhpGhx.jl/blob/main/LICENSE.md) and is not a registered Julia package. + +First add the GhpGhx.jl package to the project's dependencies from the package manager (`]`): +```sh +(active_env) pkg> add "https://github.com/NREL/GhpGhx.jl" +``` + +Then load in the package from the script where `run_reopt()` is called: ```julia -Pkg.add("https://github.com/NREL/GhpGhx.jl") using GhpGhx -``` +``` \ No newline at end of file diff --git a/docs/src/reopt/examples.md b/docs/src/reopt/examples.md index 9909327ed..bed43bacd 100644 --- a/docs/src/reopt/examples.md +++ b/docs/src/reopt/examples.md @@ -1,22 +1,24 @@ # Examples -To use REopt you will need to have a solver installed. REopt.jl has been tested with Xpress, Cbc, and CPLEX solvers, but it should work with other Linear Progam solvers (for PV and Storage scenarios) or Mixed Integer Linear Program solvers (for scenarios with outages and/or Generators). +To use REopt you will need to have a solver installed. This just requires adding one of the compatible open-source solver Julia packages to your Julia environment, along with the JuMP.jl optimization modeling package. If you want to use a commercial solver which requires a licenese, installation of that solver is required external to the Julia environment. + +REopt.jl has been tested with HiGHS (preferred open-source), Xpress (commercial), Cbc, SCIP, and CPLEX (commercial) solvers, but it should work with other Linear Progam solvers (for PV and Storage scenarios) or Mixed Integer Linear Program solvers (for scenarios with outages and/or Generators). ## Basic A REopt optimization can be run with three lines: ```julia -using REopt, JuMP, Cbc +using REopt, JuMP, HiGHS -m = Model(Cbc.Optimizer) -results = run_reopt(m, "test/scenarios/pv_storage.json") +m = Model(HiGHS.Optimizer) +results = run_reopt(m, "pv_storage.json") ``` -The `scenario.json` contains a `Dict` of inputs. For more on the `scenario.json` see the [REopt Inputs](@ref) section and find examples at [test/scenarios](https://github.com/NREL/REopt/blob/master/test/scenarios). For more examples of how to run REopt, see [`test_with_cplex.jl`](https://github.com/NREL/REopt/blob/master/test/test_with_cplex.jl) and [`test_with_xpress.jl`](https://github.com/NREL/REopt/blob/master/test/test_with_xpress.jl) +The input file, in this case `pv_storage.json`, contains the set of user-defined inputs. For more on the inputs .json file, see the [REopt Inputs](@ref) section and find examples at [test/scenarios](https://github.com/NREL/REopt/blob/master/test/scenarios). For more examples of how to run REopt, see [`runtests.jl`](https://github.com/NREL/REopt.jl/blob/master/test/runtests.jl). To adjust settings such as optimality tolerance and logging, see more about relevant `Model()` arguments here: [open source solver setups](https://github.com/NREL/REopt_API/blob/master/julia_src/os_solvers.jl). To compare the optimized case to a "Business-as-usual" case (with existing techs or no techs), you can run the [BAUScenario](@ref) scenario in parallel by providing two `JuMP.Model`s like so: ```julia -m1 = Model(Cbc.Optimizer) -m2 = Model(Cbc.Optimizer) -results = run_reopt([m1,m2], "./scenarios/pv_storage.json") +m1 = Model(HiGHS.Optimizer) +m2 = Model(HiGHS.Optimizer) +results = run_reopt([m1,m2], "pv_storage.json") ``` When the [BAUScenario](@ref) is included as shown above, the outputs will include comparative results such as the net present value and emissions reductions of the optimal system as compared to the BAU Scenario. @@ -30,13 +32,13 @@ When the [BAUScenario](@ref) is included as shown above, the outputs will includ Using the `build_reopt!` method and `JuMP` methods one can modify the REopt model before optimizing. In the following example we add a cost for curtailed PV power. ```julia -using Xpress +using HiGHS using JuMP using REopt -m = JuMP.Model(Xpress.Optimizer) +m = JuMP.Model(HiGHS.Optimizer) -p = REoptInputs("scenarios/pv_storage.json"); +p = REoptInputs("pv_storage.json"); build_reopt!(m, p) diff --git a/docs/src/reopt/inputs.md b/docs/src/reopt/inputs.md index 967d544ad..a012cf3b7 100644 --- a/docs/src/reopt/inputs.md +++ b/docs/src/reopt/inputs.md @@ -1,5 +1,5 @@ # REopt Inputs -Inputs to `run_reopt` can be provided in one of four formats: +Inputs to the `run_reopt` function can be provided in one of four formats: 1. a file path (string) to a JSON file, 2. a `Dict`, 3. using the `Scenario` struct, or @@ -137,19 +137,14 @@ REopt.HotThermalStorageDefaults REopt.ColdThermalStorageDefaults ``` -## DomesticHotWaterLoad +## HeatingLoad ```@docs -REopt.DomesticHotWaterLoad +REopt.HeatingLoad() ``` -## SpaceHeatingLoad +## CoolingLoad ```@docs -REopt.SpaceHeatingLoad -``` - -## ProcessHeatLoad -```@docs -REopt.ProcessHeatLoad +REopt.CoolingLoad ``` ## FlexibleHVAC @@ -181,3 +176,8 @@ REopt.ElectricHeater ```@docs REopt.ASHP ``` + +## CST +```@docs +REopt.CST +``` \ No newline at end of file diff --git a/docs/src/reopt/outputs.md b/docs/src/reopt/outputs.md index 8bfa144db..dfe5a5a0c 100644 --- a/docs/src/reopt/outputs.md +++ b/docs/src/reopt/outputs.md @@ -5,6 +5,11 @@ REopt.add_financial_results ``` +## Financial outputs adders with BAU Scenario +```@docs +REopt.combine_results(p::REoptInputs, bau::Dict, opt::Dict, bau_scenario::BAUScenario) +``` + ## ElectricTariff outputs ```@docs REopt.add_electric_tariff_results(::JuMP.AbstractModel, ::REoptInputs, ::Dict) @@ -93,4 +98,9 @@ REopt.add_flexible_hvac_results ## SteamTurbine outputs ```@docs REopt.add_steam_turbine_results -``` \ No newline at end of file +``` + +## CST outputs +```@docs +REopt.add_concentrating_solar_results +``` diff --git a/src/REopt.jl b/src/REopt.jl index faf9b4644..2d07ec7f4 100644 --- a/src/REopt.jl +++ b/src/REopt.jl @@ -22,7 +22,7 @@ export simulated_load, get_absorption_chiller_defaults, avert_emissions_profiles, - cambium_emissions_profile, + cambium_profile, easiur_data, get_existing_chiller_default_cop, get_electric_heater_defaults, @@ -101,10 +101,10 @@ const FUEL_DEFAULTS = Dict( ) ) const EMISSIONS_DECREASE_DEFAULTS = Dict( - "CO2e" => 0.02163, - "NOx" => 0.02163, - "SO2" => 0.02163, - "PM25" => 0.02163 + "CO2e" => 0.0459, + "NOx" => 0.0459, + "SO2" => 0.0459, + "PM25" => 0.0459 ) const INDICATOR_COMPATIBLE_SOLVERS = ["CPLEX","Xpress"] @@ -185,6 +185,7 @@ include("results/thermal_storage.jl") include("results/outages.jl") include("results/wind.jl") include("results/electric_load.jl") +include("results/heating_cooling_load.jl") include("results/existing_boiler.jl") include("results/boiler.jl") include("results/existing_chiller.jl") @@ -196,7 +197,6 @@ include("results/steam_turbine.jl") include("results/electric_heater.jl") include("results/cst.jl") include("results/ashp.jl") -include("results/heating_cooling_load.jl") include("core/reopt.jl") include("core/reopt_multinode.jl") diff --git a/src/constraints/battery_degradation.jl b/src/constraints/battery_degradation.jl index be7c78cc2..4b31e5297 100644 --- a/src/constraints/battery_degradation.jl +++ b/src/constraints/battery_degradation.jl @@ -7,6 +7,7 @@ function add_degradation_variables(m, p) @variable(m, Eplus_sum[days] >= 0) @variable(m, Eminus_sum[days] >= 0) @variable(m, EFC[days] >= 0) + @variable(m, SOH[days]) end @@ -14,29 +15,31 @@ function constrain_degradation_variables(m, p; b="ElectricStorage") days = 1:365*p.s.financial.analysis_years ts_per_day = 24 / p.hours_per_time_step ts_per_year = ts_per_day * 365 + ts0 = Dict() + tsF = Dict() for d in days - ts0 = Int((ts_per_day * (d - 1) + 1) % ts_per_year) - tsF = Int(ts_per_day * d % ts_per_year) - if tsF == 0 - tsF = Int(ts_per_day * 365) + ts0[d] = Int((ts_per_day * (d - 1) + 1) % ts_per_year) + tsF[d] = Int(ts_per_day * d % ts_per_year) + if tsF[d] == 0 + tsF[d] = Int(ts_per_day * 365) end - @constraint(m, - m[:Eavg][d] == 1/ts_per_day * sum(m[:dvStoredEnergy][b, ts] for ts in ts0:tsF) - ) - @constraint(m, - m[:Eplus_sum][d] == - p.hours_per_time_step * ( - sum(m[:dvProductionToStorage][b, t, ts] for t in p.techs.elec, ts in ts0:tsF) - + sum(m[:dvGridToStorage][b, ts] for ts in ts0:tsF) - ) - ) - @constraint(m, - m[:Eminus_sum][d] == p.hours_per_time_step * sum(m[:dvDischargeFromStorage][b, ts] for ts in ts0:tsF) - ) - @constraint(m, - m[:EFC][d] == (m[:Eplus_sum][d] + m[:Eminus_sum][d]) / 2 - ) end + @constraint(m, [d in days], + m[:Eavg][d] == 1/ts_per_day * sum(m[:dvStoredEnergy][b, ts] for ts in ts0[d]:tsF[d]) + ) + @constraint(m, [d in days], + m[:Eplus_sum][d] == + p.hours_per_time_step * ( + sum(m[:dvProductionToStorage][b, t, ts] for t in p.techs.elec, ts in ts0[d]:tsF[d]) + + sum(m[:dvGridToStorage][b, ts] for ts in ts0[d]:tsF[d]) + ) + ) + @constraint(m, [d in days], + m[:Eminus_sum][d] == p.hours_per_time_step * sum(m[:dvDischargeFromStorage][b, ts] for ts in ts0[d]:tsF[d]) + ) + @constraint(m, [d in days], + m[:EFC][d] == (m[:Eplus_sum][d] + m[:Eminus_sum][d]) / 2 + ) end @@ -47,33 +50,35 @@ NOTE the average SOC and EFC variables are in absolute units. For example, the S at the battery capacity in kWh. """ function add_degradation(m, p; b="ElectricStorage") + + # Indices days = 1:365*p.s.financial.analysis_years + months = 1:p.s.financial.analysis_years*12 + strategy = p.s.storage.attr[b].degradation.maintenance_strategy if isempty(p.s.storage.attr[b].degradation.maintenance_cost_per_kwh) - function pwf(day::Int) + # Correctly account for discount rate and install cost declination rate for days over analysis period + function pwf_bess_replacements(day::Int) (1-p.s.storage.attr[b].degradation.installed_cost_per_kwh_declination_rate)^(day/365) / (1+p.s.financial.owner_discount_rate_fraction)^(day/365) end - # for the augmentation strategy the maintenance cost curve (function of time) starts at - # 80% of the installed cost since we are not replacing the entire battery - f = strategy == "augmentation" ? 0.8 : 1.0 - p.s.storage.attr[b].degradation.maintenance_cost_per_kwh = [ f * - p.s.storage.attr[b].installed_cost_per_kwh * pwf(d) for d in days[1:end-1] + p.s.storage.attr[b].degradation.maintenance_cost_per_kwh = [ + p.s.storage.attr[b].installed_cost_per_kwh * pwf_bess_replacements(d) for d in days[1:end-1] ] end - @assert(length(p.s.storage.attr[b].degradation.maintenance_cost_per_kwh) == length(days) - 1, - "The degradation maintenance_cost_per_kwh must have a length of $(length(days)-1)." - ) - - @variable(m, SOH[days]) + # Under augmentation scenario, each day's battery augmentation cost is calculated using day-1 value from maintenance_cost_per_kwh vector + # Therefore, on last day, day-1's maintenance cost is utilized. + if length(p.s.storage.attr[b].degradation.maintenance_cost_per_kwh) != length(days) - 1 + throw(@error("The degradation maintenance_cost_per_kwh must have a length of $(length(days)-1).")) + end add_degradation_variables(m, p) constrain_degradation_variables(m, p, b=b) @constraint(m, [d in 2:days[end]], - SOH[d] == SOH[d-1] - p.hours_per_time_step * ( + m[:SOH][d] == m[:SOH][d-1] - p.hours_per_time_step * ( p.s.storage.attr[b].degradation.calendar_fade_coefficient * p.s.storage.attr[b].degradation.time_exponent * m[:Eavg][d-1] * d^(p.s.storage.attr[b].degradation.time_exponent-1) + @@ -82,7 +87,7 @@ function add_degradation(m, p; b="ElectricStorage") ) # NOTE SOH can be negative - @constraint(m, SOH[1] == m[:dvStorageEnergy][b]) + @constraint(m, m[:SOH][1] == m[:dvStorageEnergy][b]) # NOTE SOH is _not_ normalized, and has units of kWh if strategy == "replacement" @@ -100,29 +105,9 @@ function add_degradation(m, p; b="ElectricStorage") The first month that the battery is replaced is determined by d_0p8, which is the integer number of days that the SOH is at least 80% of the purchased capacity. We define a binary for each month and only allow one month to be chosen. - =# - - # define d_0p8 - @warn "Adding binary and indicator constraints for - ElectricStorage.degradation.maintenance_strategy = \"replacement\". - Not all solvers support indicators and some are slow with integers." - # TODO import the latest battery degradation model in the degradation branch - @variable(m, soh_indicator[days], Bin) - @constraint(m, [d in days], - soh_indicator[d] => {SOH[d] >= 0.8*m[:dvStorageEnergy][b]} - ) - @expression(m, d_0p8, sum(soh_indicator[d] for d in days)) - - # define binaries for the finding the month that battery must be replaced - months = 1:p.s.financial.analysis_years*12 - @variable(m, bmth[months], Bin) - # can only pick one month (or no month if SOH is >= 80% in last day) - @constraint(m, sum(bmth[mth] for mth in months) == 1-soh_indicator[length(days)]) - # the month picked is at most the month in which the SOH hits 80% - @constraint(m, sum(mth*bmth[mth] for mth in months) <= d_0p8 / 30.42) - # 30.42 is the average number of days in a month - #= + # maintenance_cost_per_kwh must have length == length(days) - 1, i.e. starts on day 2 + number of replacments as function of d_0p8 ^ | @@ -139,41 +124,77 @@ function add_degradation(m, p; b="ElectricStorage") The above curve is multiplied by the maintenance_cost_per_kwh to create the cost coefficients =# - c = zeros(length(months)) # initialize cost coefficients - N = 365*p.s.financial.analysis_years + + @warn "Adding binary decision variables for + ElectricStorage.degradation.maintenance_strategy = \"replacement\". + Some solvers are slow with integers." + + @variable(m, binSOHIndicator[months], Bin) # track SOH levels, should be 1 if SOH >= 80%, 0 otherwise + @variable(m, binSOHIndicatorChange[months], Bin) # track which month SOH indicator drops to < 80% + @variable(m, 0 <= dvSOHChangeTimesEnergy[months]) # track the kwh to be replaced in a replacement month + + # the big M + if p.s.storage.attr[b].max_kwh == 1.0e6 || p.s.storage.attr[b].max_kwh == 0 + # Under default max_kwh (i.e. not modeling large batteries) or max_kwh = 0 + bigM_StorageEnergy = 24*maximum(p.s.electric_load.loads_kw) + else + # Select the larger value of maximum electric load or provided max_kwh size. + bigM_StorageEnergy = max(24*maximum(p.s.electric_load.loads_kw), p.s.storage.attr[b].max_kwh) + end + + # HEALTHY: if binSOHIndicator is 1, then SOH >= 80%. If binSOHIndicator is 0 and SOH >= very negative number + @constraint(m, [mth in months], m[:SOH][Int(round(30.4167*mth))] >= 0.8*m[:dvStorageEnergy][b] - bigM_StorageEnergy * (1-binSOHIndicator[mth])) + + # UNHEALTHY: if binSOHIndicator is 1, then SOH <= large number. If binSOHIndicator is 0 and SOH <= 80% + @constraint(m, [mth in months], m[:SOH][Int(round(30.4167*mth))] <= 0.8*m[:dvStorageEnergy][b] + bigM_StorageEnergy * (binSOHIndicator[mth])) + + # binSOHIndicatorChange[mth] = binSOHIndicator[mth-1] - binSOHIndicator[mth]. + # If replacement month is x, then binSOHIndicatorChange[x] = 1. All other binSOHIndicatorChange values will be 0s (either 1-1 or 0-0) + @constraint(m, m[:binSOHIndicatorChange][1] == 1 - m[:binSOHIndicator][1]) + @constraint(m, [mth in 2:months[end]], m[:binSOHIndicatorChange][mth] == m[:binSOHIndicator][mth-1] - m[:binSOHIndicator][mth]) + + @expression(m, months_to_first_replacement, sum(m[:binSOHIndicator][mth] for mth in months)) + + # -> linearize the product of binSOHIndicatorChange & m[:dvStorageEnergy][b] + @constraint(m, [mth in months], m[:dvSOHChangeTimesEnergy][mth] >= m[:dvStorageEnergy][b] - bigM_StorageEnergy * (1 - m[:binSOHIndicatorChange][mth])) + @constraint(m, [mth in months], m[:dvSOHChangeTimesEnergy][mth] <= m[:dvStorageEnergy][b] + bigM_StorageEnergy * (1 - m[:binSOHIndicatorChange][mth])) + @constraint(m, [mth in months], m[:dvSOHChangeTimesEnergy][mth] <= bigM_StorageEnergy * m[:binSOHIndicatorChange][mth]) + + replacement_costs = zeros(length(months)) # initialize cost coefficients + residual_values = zeros(length(months)) # initialize cost coefficients for residual_value + N = 365*p.s.financial.analysis_years # number of days + for mth in months - day = Int(round((mth-1)*30.42 + 15, digits=0)) - c[mth] = p.s.storage.attr[b].degradation.maintenance_cost_per_kwh[day] * - ceil(N/day - 1) + day = Int(round((mth-1)*30.4167 + 15, digits=0)) + batt_replace_count = Int(ceil(N/day - 1)) # number of battery replacements in analysis period if they periodically happened on "day" + maint_cost = sum(p.s.storage.attr[b].degradation.maintenance_cost_per_kwh[day*i] for i in 1:batt_replace_count) + replacement_costs[mth] = maint_cost + + residual_factor = 1 - (p.s.financial.analysis_years*12/mth - floor(p.s.financial.analysis_years*12/mth)) + residual_value = p.s.storage.attr[b].degradation.maintenance_cost_per_kwh[end]*residual_factor + residual_values[mth] = residual_value end - # linearize the product of bmth & m[:dvStorageEnergy][b] - M = p.s.storage.attr[b].max_kwh # the big M - @variable(m, 0 <= bmth_BkWh[months]) - @constraint(m, [mth in months], bmth_BkWh[mth] <= m[:dvStorageEnergy][b]) - @constraint(m, [mth in months], bmth_BkWh[mth] <= M * bmth[mth]) - @constraint(m, [mth in months], bmth_BkWh[mth] >= m[:dvStorageEnergy][b] - M*(1-bmth[mth])) + # create replacement cost expression for objective + @expression(m, degr_cost, sum(replacement_costs[mth] * m[:dvSOHChangeTimesEnergy][mth] for mth in months)) - # add replacment cost to objective - @expression(m, degr_cost, - sum(c[mth] * bmth_BkWh[mth] for mth in months) - ) + # create residual value expression for objective + @expression(m, residual_value, sum(residual_values[mth] * m[:dvSOHChangeTimesEnergy][mth] for mth in months)) elseif strategy == "augmentation" @expression(m, degr_cost, sum( - p.s.storage.attr[b].degradation.maintenance_cost_per_kwh[d-1] * (SOH[d-1] - SOH[d]) + p.s.storage.attr[b].degradation.maintenance_cost_per_kwh[d-1] * (m[:SOH][d-1] - m[:SOH][d]) for d in days[2:end] ) ) - # add augmentation cost to objective - # maintenance_cost_per_kwh must have length == length(days) - 1, i.e. starts on day 2 + + # No lifetime based residual value assigned to battery under the augmentation strategy + @expression(m, residual_value, 0.0) else throw(@error("Battery maintenance strategy $strategy is not supported. Choose from augmentation and replacement.")) end - - @objective(m, Min, m[:Costs] + m[:degr_cost]) # NOTE adding to Costs expression does not modify the objective function end diff --git a/src/constraints/electric_utility_constraints.jl b/src/constraints/electric_utility_constraints.jl index c1842f578..23d2a637f 100644 --- a/src/constraints/electric_utility_constraints.jl +++ b/src/constraints/electric_utility_constraints.jl @@ -1,6 +1,13 @@ # REopt®, Copyright (c) Alliance for Sustainable Energy, LLC. See also https://github.com/NREL/REopt.jl/blob/master/LICENSE. function add_export_constraints(m, p; _n="") + ## Imports and Exports must be no greater than the transmission limit + m[Symbol("ImportExportLimitCon"*_n)] = @constraint(m, [ts in p.time_steps_with_grid], + sum(m[Symbol("dvProductionToGrid"*_n)][t, u, ts] for t in p.techs.elec, u in p.export_bins_by_tech[t]) + + sum(sum( m[Symbol("dvGridPurchase"*_n)][ts, tier] for tier in 1:p.s.electric_tariff.n_energy_tiers)) + <= p.s.electric_utility.transmission_limit_kw + ) + ##Constraint (8e): Production export and curtailment no greater than production @constraint(m, [t in p.techs.elec, ts in p.time_steps_with_grid], p.production_factor[t,ts] * p.levelization_factor[t] * m[Symbol("dvRatedProduction"*_n)][t,ts] @@ -52,10 +59,9 @@ function add_export_constraints(m, p; _n="") @warn "Adding binary variable for net metering choice. Some solvers are slow with binaries." # Good to bound the benefit - we use max_bene as a lower bound because the benefit is treated as a negative cost - max_bene = sum([ld*rate for (ld,rate) in zip(p.s.electric_load.loads_kw, p.s.electric_tariff.export_rates[:NEM])])*p.pwf_e*p.hours_per_time_step*10 + max_bene = sum([ld*rate for (ld,rate) in zip(p.s.electric_load.loads_kw, p.s.electric_tariff.export_rates[:NEM])])*p.pwf_e*p.hours_per_time_step*100 NEM_benefit = @variable(m, lower_bound = max_bene) - # If choosing to take advantage of NEM, must have total capacity less than net_metering_limit_kw if solver_is_compatible_with_indicator_constraints(p.s.settings.solver_name) @constraint(m, @@ -92,6 +98,10 @@ function add_export_constraints(m, p; _n="") } ) @constraint(m, !binNEM => {NEM_benefit >= 0}) + @constraint(m,[ts in p.time_steps_with_grid, t in p.techs_by_exportbin[:NEM]], + !binNEM => { m[Symbol("dvProductionToGrid"*_n)][t, :NEM, ts] == 0 + } + ) else @constraint(m, NEM_benefit >= p.pwf_e * p.hours_per_time_step * @@ -99,6 +109,9 @@ function add_export_constraints(m, p; _n="") for t in p.techs_by_exportbin[:NEM]) for ts in p.time_steps) ) @constraint(m, NEM_benefit >= max_bene * binNEM) + @constraint(m,[ts in p.time_steps_with_grid, t in p.techs_by_exportbin[:NEM]], + m[Symbol("dvProductionToGrid"*_n)][t, :NEM, ts] <= binNEM * sum(p.s.electric_load.loads_kw) + ) end EXC_benefit = 0 @@ -135,7 +148,7 @@ function add_export_constraints(m, p; _n="") else binWHL = @variable(m, binary = true) @warn "Adding binary variable for wholesale export choice. Some solvers are slow with binaries." - max_bene = sum([ld*rate for (ld,rate) in zip(p.s.electric_load.loads_kw, p.s.electric_tariff.export_rates[:WHL])])*p.pwf_e*p.hours_per_time_step*100 + max_bene = sum([ld*rate for (ld,rate) in zip(p.s.electric_load.loads_kw, p.s.electric_tariff.export_rates[:WHL])])*p.pwf_e*p.hours_per_time_step*1000 + 1e8 WHL_benefit = @variable(m, lower_bound = max_bene) @constraint(m, binNEM + binWHL == 1) # can either NEM or WHL export, not both diff --git a/src/constraints/emissions_constraints.jl b/src/constraints/emissions_constraints.jl index 1804768d6..5d8995aef 100644 --- a/src/constraints/emissions_constraints.jl +++ b/src/constraints/emissions_constraints.jl @@ -14,7 +14,7 @@ function add_emissions_constraints(m,p) (1-p.s.site.CO2_emissions_reduction_max_fraction) * m[:Lifecycle_Emissions_Lbs_CO2_BAU] ) end - else + elseif !isnothing(p.s.site.CO2_emissions_reduction_min_fraction) || !isnothing(p.s.site.CO2_emissions_reduction_max_fraction) @warn "No emissions reduction constraints added, as BAU emissions have not been calculated." end end diff --git a/src/constraints/load_balance.jl b/src/constraints/load_balance.jl index 2ef1ae93a..057330e55 100644 --- a/src/constraints/load_balance.jl +++ b/src/constraints/load_balance.jl @@ -15,6 +15,7 @@ function add_elec_load_balance_constraints(m, p; _n="") + sum(m[Symbol("dvCoolingProduction"*_n)][t, ts] / p.cooling_cop[t][ts] for t in setdiff(p.techs.cooling,p.techs.ghp)) + sum(m[Symbol("dvHeatingProduction"*_n)][t, q, ts] / p.heating_cop[t][ts] for q in p.heating_loads, t in p.techs.electric_heater) + p.s.electric_load.loads_kw[ts] + - p.s.cooling_load.loads_kw_thermal[ts] / p.cooling_cop["ExistingChiller"][ts] + sum(p.ghp_electric_consumption_kw[g,ts] * m[Symbol("binGHP"*_n)][g] for g in p.ghp_options) ) else @@ -30,6 +31,7 @@ function add_elec_load_balance_constraints(m, p; _n="") + sum(m[Symbol("dvCoolingProduction"*_n)][t, ts] / p.cooling_cop[t][ts] for t in setdiff(p.techs.cooling,p.techs.ghp)) + sum(m[Symbol("dvHeatingProduction"*_n)][t, q, ts] / p.heating_cop[t][ts] for q in p.heating_loads, t in p.techs.electric_heater) + p.s.electric_load.loads_kw[ts] + - p.s.cooling_load.loads_kw_thermal[ts] / p.cooling_cop["ExistingChiller"][ts] + sum(p.ghp_electric_consumption_kw[g,ts] * m[Symbol("binGHP"*_n)][g] for g in p.ghp_options) ) end diff --git a/src/constraints/outage_constraints.jl b/src/constraints/outage_constraints.jl index 8a34f6c2f..2fdc6e92a 100644 --- a/src/constraints/outage_constraints.jl +++ b/src/constraints/outage_constraints.jl @@ -2,8 +2,8 @@ function add_dv_UnservedLoad_constraints(m,p) # Effective load balance @constraint(m, [s in p.s.electric_utility.scenarios, tz in p.s.electric_utility.outage_start_time_steps, ts in p.s.electric_utility.outage_time_steps], - m[:dvUnservedLoad][s, tz, ts] == p.s.electric_load.critical_loads_kw[tz+ts-1] - - sum( m[:dvMGRatedProduction][t, s, tz, ts] * (p.production_factor[t, tz+ts-1] + p.unavailability[t][tz+ts-1]) * p.levelization_factor[t] + m[:dvUnservedLoad][s, tz, ts] == p.s.electric_load.critical_loads_kw[time_step_wrap_around(tz+ts-1, time_steps_per_hour=p.s.settings.time_steps_per_hour)] + - sum( m[:dvMGRatedProduction][t, s, tz, ts] * (p.production_factor[t, time_step_wrap_around(tz+ts-1, time_steps_per_hour=p.s.settings.time_steps_per_hour)] + p.unavailability[t][time_step_wrap_around(tz+ts-1, time_steps_per_hour=p.s.settings.time_steps_per_hour)]) * p.levelization_factor[t] - m[:dvMGProductionToStorage][t, s, tz, ts] - m[:dvMGCurtail][t, s, tz, ts] for t in p.techs.elec ) @@ -22,7 +22,7 @@ end function add_outage_cost_constraints(m,p) @constraint(m, [s in p.s.electric_utility.scenarios, tz in p.s.electric_utility.outage_start_time_steps], - m[:dvMaxOutageCost][s] >= p.pwf_e * sum(p.value_of_lost_load_per_kwh[tz+ts-1] * m[:dvUnservedLoad][s, tz, ts] for ts in 1:p.s.electric_utility.outage_durations[s]) + m[:dvMaxOutageCost][s] >= p.pwf_e * sum(p.value_of_lost_load_per_kwh[time_step_wrap_around(tz+ts-1, time_steps_per_hour=p.s.settings.time_steps_per_hour)] * m[:dvUnservedLoad][s, tz, ts] for ts in 1:p.s.electric_utility.outage_durations[s]) ) @expression(m, ExpectedOutageCost, @@ -49,22 +49,22 @@ function add_outage_cost_constraints(m,p) end end - if !isempty(p.techs.segmented) + if !isempty(intersect(p.techs.segmented, p.techs.elec)) @warn "Adding binary variable(s) to model cost curves in stochastic outages" if solver_is_compatible_with_indicator_constraints(p.s.settings.solver_name) - @constraint(m, [t in p.techs.segmented], # cannot have this for statement in sum( ... for t in ...) ??? + @constraint(m, [t in intersect(p.techs.segmented, p.techs.elec)], # cannot have this for statement in sum( ... for t in ...) ??? m[:binMGTechUsed][t] => {m[:dvMGTechUpgradeCost][t] >= p.s.financial.microgrid_upgrade_cost_fraction * p.third_party_factor * sum(p.cap_cost_slope[t][s] * m[Symbol("dvSegmentSystemSize"*t)][s] + p.seg_yint[t][s] * m[Symbol("binSegment"*t)][s] for s in 1:p.n_segs_by_tech[t])} ) else - @constraint(m, [t in p.techs.segmented], + @constraint(m, [t in intersect(p.techs.segmented, p.techs.elec)], m[:dvMGTechUpgradeCost][t] >= p.s.financial.microgrid_upgrade_cost_fraction * p.third_party_factor * sum(p.cap_cost_slope[t][s] * m[Symbol("dvSegmentSystemSize"*t)][s] + p.seg_yint[t][s] * m[Symbol("binSegment"*t)][s] for s in 1:p.n_segs_by_tech[t]) - (maximum(p.cap_cost_slope[t][s] for s in 1:p.n_segs_by_tech[t]) * p.max_sizes[t] + maximum(p.seg_yint[t][s] for s in 1:p.n_segs_by_tech[t]))*(1-m[:binMGTechUsed][t]) ) - @constraint(m, [t in p.techs.segmented], m[:dvMGTechUpgradeCost][t] >= 0.0) + @constraint(m, [t in intersect(p.techs.segmented, p.techs.elec)], m[:dvMGTechUpgradeCost][t] >= 0.0) end end @@ -116,7 +116,7 @@ function add_MG_production_constraints(m,p) # Electrical production sent to storage or export must be less than technology's rated production @constraint(m, [t in p.techs.elec, s in p.s.electric_utility.scenarios, tz in p.s.electric_utility.outage_start_time_steps, ts in p.s.electric_utility.outage_time_steps], m[:dvMGProductionToStorage][t, s, tz, ts] + m[:dvMGCurtail][t, s, tz, ts] <= - (p.production_factor[t, tz+ts-1] + p.unavailability[t][tz+ts-1]) * p.levelization_factor[t] * m[:dvMGRatedProduction][t, s, tz, ts] + (p.production_factor[t, time_step_wrap_around(tz+ts-1, time_steps_per_hour=p.s.settings.time_steps_per_hour)] + p.unavailability[t][time_step_wrap_around(tz+ts-1, time_steps_per_hour=p.s.settings.time_steps_per_hour)]) * p.levelization_factor[t] * m[:dvMGRatedProduction][t, s, tz, ts] ) @constraint(m, [t in p.techs.elec, s in p.s.electric_utility.scenarios, tz in p.s.electric_utility.outage_start_time_steps, ts in p.s.electric_utility.outage_time_steps], @@ -138,7 +138,7 @@ function add_MG_Gen_fuel_burn_constraints(m,p) # Define dvMGFuelUsed by summing over outage time_steps. @constraint(m, [t in p.techs.gen, s in p.s.electric_utility.scenarios, tz in p.s.electric_utility.outage_start_time_steps], m[:dvMGFuelUsed][t, s, tz] == fuel_slope_gal_per_kwhe * p.hours_per_time_step * p.levelization_factor[t] * - sum( (p.production_factor[t, tz+ts-1] + p.unavailability[t][tz+ts-1]) * m[:dvMGRatedProduction][t, s, tz, ts] for ts in 1:p.s.electric_utility.outage_durations[s]) + sum( (p.production_factor[t, time_step_wrap_around(tz+ts-1, time_steps_per_hour=p.s.settings.time_steps_per_hour)] + p.unavailability[t][time_step_wrap_around(tz+ts-1, time_steps_per_hour=p.s.settings.time_steps_per_hour)]) * m[:dvMGRatedProduction][t, s, tz, ts] for ts in 1:p.s.electric_utility.outage_durations[s]) + fuel_intercept_gal_per_hr * p.hours_per_time_step * sum( m[:binMGGenIsOnInTS][s, tz, ts] for ts in 1:p.s.electric_utility.outage_durations[s]) ) @@ -287,6 +287,14 @@ function add_MG_storage_dispatch_constraints(m,p) ) ) + # Prevent simultaneous charge and discharge by limitting charging alone to not make the SOC exceed 100% + @constraint(m, [ts in p.time_steps_without_grid], + m[:dvStorageEnergy]["ElectricStorage"] >= m[:dvMGStoredEnergy][s, tz, ts-1] + p.hours_per_time_step * ( + p.s.storage.attr["ElectricStorage"].charge_efficiency * sum(m[:dvMGProductionToStorage][t, s, tz, ts] for t in p.techs.elec) + ) + ) + + # Min SOC if p.s.storage.attr["ElectricStorage"].soc_min_applies_during_outages # Minimum state of charge @constraint(m, [s in p.s.electric_utility.scenarios, tz in p.s.electric_utility.outage_start_time_steps, ts in p.s.electric_utility.outage_time_steps], diff --git a/src/constraints/production_incentive_constraints.jl b/src/constraints/production_incentive_constraints.jl index fddcccf81..6cbe98d46 100644 --- a/src/constraints/production_incentive_constraints.jl +++ b/src/constraints/production_incentive_constraints.jl @@ -2,7 +2,7 @@ """ add_prod_incent_vars_and_constraints(m, p) -When pbi_techs is not empty this function is called to add the variables and constraints for modeling production based +When techs.pbi is not empty this function is called to add the variables and constraints for modeling production based incentives. """ function add_prod_incent_vars_and_constraints(m, p) diff --git a/src/constraints/renewable_energy_constraints.jl b/src/constraints/renewable_energy_constraints.jl index 3a6211756..4c8bb1003 100644 --- a/src/constraints/renewable_energy_constraints.jl +++ b/src/constraints/renewable_energy_constraints.jl @@ -3,6 +3,7 @@ add_re_elec_constraints(m,p) Function to add minimum and/or maximum renewable electricity (as percentage of load) constraints, if specified by user. +Includes renewable energy from grid if specified by user using Site input include_grid_renewable_fraction_in_RE_constraints. !!! note When a single outage is modeled (using outage_start_time_step), renewable electricity calculations account for operations during this outage (e.g., the critical load is used during time_steps_without_grid) @@ -11,14 +12,17 @@ Function to add minimum and/or maximum renewable electricity (as percentage of l #Renewable electricity constraints function add_re_elec_constraints(m,p) if !isnothing(p.s.site.renewable_electricity_min_fraction) - @constraint(m, MinREElecCon, m[:AnnualREEleckWh] >= p.s.site.renewable_electricity_min_fraction*m[:AnnualEleckWh]) + @constraint(m, MinREElecCon, m[:AnnualOnsiteREEleckWh] + + p.s.site.include_grid_renewable_fraction_in_RE_constraints * m[:AnnualGridREEleckWh] + >= p.s.site.renewable_electricity_min_fraction*m[:AnnualEleckWh]) end if !isnothing(p.s.site.renewable_electricity_max_fraction) - @constraint(m, MaxREElecCon, m[:AnnualREEleckWh] <= p.s.site.renewable_electricity_max_fraction*m[:AnnualEleckWh]) + @constraint(m, MaxREElecCon, m[:AnnualOnsiteREEleckWh] + + p.s.site.include_grid_renewable_fraction_in_RE_constraints * m[:AnnualGridREEleckWh] + <= p.s.site.renewable_electricity_max_fraction*m[:AnnualEleckWh]) end end - """ add_re_elec_calcs(m,p) @@ -49,34 +53,53 @@ function add_re_elec_calcs(m,p) # - (1-p.s.site.include_exported_renewable_electricity_in_total)*sum(m[:dvProductionToGrid][t,u,ts]*SteamTurbinePercentREEstimate for t in p.steam, u in p.export_bins_by_tech[t], ts in p.time_steps) # minus exported RE from steam turbine, if RE accounting method = 0. # )) # end + + if !isempty(p.techs.steam_turbine) + @warn("The presence of a steam turbine may cause the renewable energy fraction to be inaccurate.") + end - m[:AnnualREEleckWh] = @expression(m,p.hours_per_time_step * ( + # Note: when we add capability for battery to discharge to grid, need to make sure only RE that is being consumed + # onsite is counted so battery doesn't become a back door for RE to grid. + m[:AnnualOnsiteREEleckWh] = @expression(m, p.hours_per_time_step * ( sum(p.production_factor[t,ts] * p.levelization_factor[t] * m[:dvRatedProduction][t,ts] * - p.tech_renewable_energy_fraction[t] for t in p.techs.elec, ts in p.time_steps + p.tech_renewable_energy_fraction[t] for t in setdiff(p.techs.elec, p.techs.steam_turbine), ts in p.time_steps ) - #total RE elec generation, excl steam turbine sum(m[:dvProductionToStorage][b,t,ts]*p.tech_renewable_energy_fraction[t]*( 1-p.s.storage.attr[b].charge_efficiency*p.s.storage.attr[b].discharge_efficiency) - for t in p.techs.elec, b in p.s.storage.types.elec, ts in p.time_steps + for t in setdiff(p.techs.elec, p.techs.steam_turbine), b in p.s.storage.types.elec, ts in p.time_steps ) - #minus battery efficiency losses - sum(m[:dvCurtail][t,ts]*p.tech_renewable_energy_fraction[t] for t in p.techs.elec, ts in p.time_steps) - # minus curtailment. + sum(m[:dvCurtail][t,ts] * p.tech_renewable_energy_fraction[t] + for t in setdiff(p.techs.elec, p.techs.steam_turbine), ts in p.time_steps + ) - # minus curtailment (1 - p.s.site.include_exported_renewable_electricity_in_total) * sum(m[:dvProductionToGrid][t,u,ts]*p.tech_renewable_energy_fraction[t] - for t in p.techs.elec, u in p.export_bins_by_tech[t], ts in p.time_steps + for t in setdiff(p.techs.elec, p.techs.steam_turbine), u in p.export_bins_by_tech[t], ts in p.time_steps ) # minus exported RE, if RE accounting method = 0. ) # + SteamTurbineAnnualREEleckWh # SteamTurbine RE Elec, already adjusted for p.hours_per_time_step ) - # Note: if battery ends up being allowed to discharge to grid, need to make sure only RE that is being consumed onsite is counted so battery doesn't become a back door for RE to grid. - # Note: calculations currently do not ascribe any renewable energy attribute to grid-purchased electricity + + # Note: when we add capability for battery to discharge to grid, need to subtract out *grid RE* discharged from battery + # back to grid so that loop doesn't become a back door for increasing RE. This will require some careful thought! + m[:AnnualGridREEleckWh] = @expression(m, p.hours_per_time_step * ( + sum(m[:dvGridPurchase][ts, tier] * p.s.electric_utility.renewable_energy_fraction_series[ts] + for ts in p.time_steps, tier in 1:p.s.electric_tariff.n_energy_tiers) # renewable energy from grid + - sum(m[:dvGridToStorage][b, ts] * p.s.electric_utility.renewable_energy_fraction_series[ts] * + (1 - p.s.storage.attr[b].charge_efficiency * p.s.storage.attr[b].discharge_efficiency) + for ts in p.time_steps, b in p.s.storage.types.elec + ) # minus battery efficiency losses from grid charging storage (assumes all that is charged is discharged) + ) + ) m[:AnnualEleckWh] = @expression(m,p.hours_per_time_step * ( # input electric load sum(p.s.electric_load.loads_kw[ts] for ts in p.time_steps_with_grid) + sum(p.s.electric_load.critical_loads_kw[ts] for ts in p.time_steps_without_grid) - # tech electric loads - # + sum(m[:dvCoolingProduction][t,ts] for t in p.ElectricChillers, ts in p.time_steps )/ p.ElectricChillerCOP # electric chiller elec load - # + sum(m[:dvCoolingProduction][t,ts] for t in p.AbsorptionChillers, ts in p.time_steps )/ p.AbsorptionChillerElecCOP # absorportion chiller elec load - # + sum(p.GHPElectricConsumed[g,ts] * m[:binGHP][g] for g in p.GHPOptions, ts in p.time_steps) # GHP elec load + - sum( p.s.cooling_load.loads_kw_thermal[ts] / p.cooling_cop["ExistingChiller"][ts] for ts in p.time_steps) + # tech electric loads from thermal techs + + sum(m[:dvCoolingProduction][t, ts] / p.cooling_cop[t][ts] for t in setdiff(p.techs.cooling,p.techs.ghp), ts in p.time_steps) + + sum(m[:dvHeatingProduction][t, q, ts] / p.heating_cop[t][ts] for q in p.heating_loads, t in p.techs.electric_heater, ts in p.time_steps) + + sum(p.ghp_electric_consumption_kw[g,ts] * m[:binGHP][g] for g in p.ghp_options, ts in p.time_steps) ) ) nothing diff --git a/src/constraints/steam_turbine_constraints.jl b/src/constraints/steam_turbine_constraints.jl index bd2d199a1..64e28f77b 100644 --- a/src/constraints/steam_turbine_constraints.jl +++ b/src/constraints/steam_turbine_constraints.jl @@ -19,7 +19,7 @@ end function steam_turbine_production_constraints(m, p; _n="") # Constraint Steam Turbine Thermal Production @constraint(m, SteamTurbineThermalProductionCon[t in p.techs.steam_turbine, ts in p.time_steps], - sum(m[Symbol("dvHeatingProduction"*_n)][t,q,ts] for q in p.heating_loads) == p.s.steam_turbine.thermal_produced_to_thermal_consumed_ratio * ( + sum(m[Symbol("dvHeatingProduction"*_n)][t,q,ts] + m[Symbol("dvProductionToWaste"*_n)][t,q,ts] for q in p.heating_loads) == p.s.steam_turbine.thermal_produced_to_thermal_consumed_ratio * ( sum(m[Symbol("dvThermalToSteamTurbine"*_n)][tst,q,ts] for tst in p.techs.can_supply_steam_turbine, q in p.heating_loads) + sum(m[Symbol("dvHeatFromStorageToTurbine"*_n)][b,q,ts] for b in p.s.storage.types.hot, q in p.heating_loads) ) @@ -44,6 +44,17 @@ function steam_turbine_production_constraints(m, p; _n="") @warn "SteamTurbine.charge_storage_only is set to True, but no hot storage technologies exist." end end + + if !p.s.steam_turbine.can_waste_heat + for t in p.techs.steam_turbine + for q in p.heating_loads + for ts in p.time_steps + fix(m[Symbol("dvProductionToWaste"*_n)][t,q,ts] , 0.0, force=true) + end + end + end + end + end function add_steam_turbine_constraints(m, p; _n="") diff --git a/src/constraints/storage_constraints.jl b/src/constraints/storage_constraints.jl index b9fe7f685..ee687f3c3 100644 --- a/src/constraints/storage_constraints.jl +++ b/src/constraints/storage_constraints.jl @@ -21,14 +21,38 @@ function add_storage_size_constraints(m, p, b; _n="") @constraint(m, m[Symbol("dvStoragePower"*_n)][b] <= p.s.storage.attr[b].max_kw ) + + # Constraint (4c)-3: Limit on ElectricStorage Energy Capacity based on Duration Hours + if p.s.storage.attr[b] isa ElectricStorage + @constraint(m, + m[Symbol("dvStorageEnergy"*_n)][b] <= m[Symbol("dvStoragePower"*_n)][b] * p.s.storage.attr[b].max_duration_hours + ) + + @constraint(m, + m[Symbol("dvStorageEnergy"*_n)][b] >= m[Symbol("dvStoragePower"*_n)][b] * p.s.storage.attr[b].min_duration_hours + ) + end + + end function add_general_storage_dispatch_constraints(m, p, b; _n="") - # Constraint (4a): initial state of charge - @constraint(m, - m[Symbol("dvStoredEnergy"*_n)][b, 0] == p.s.storage.attr[b].soc_init_fraction * m[Symbol("dvStorageEnergy"*_n)][b] - ) + # Constraint (4a): initial and final state of charge + if hasproperty(p.s.storage.attr[b], :optimize_soc_init_fraction) && p.s.storage.attr[b].optimize_soc_init_fraction + print("\nOptimizing "*b*" inital SOC and constraining initial SOC = final SOC. soc_init_fraction will not apply.\n") + @constraint(m, + m[Symbol("dvStoredEnergy"*_n)][b, 0] == m[:dvStoredEnergy][b, maximum(p.time_steps)] + ) + else + @constraint(m, + m[Symbol("dvStoredEnergy"*_n)][b, 0] == p.s.storage.attr[b].soc_init_fraction * m[Symbol("dvStorageEnergy"*_n)][b] + ) + # TODO: constrain final soc to equal initial soc even when not optimized (ran into feasibility issues) + # @constraint(m, + # m[Symbol("dvStoredEnergy"*_n)][b, maximum(p.time_steps)] == p.s.storage.attr[b].soc_init_fraction * m[Symbol("dvStorageEnergy"*_n)][b] + # ) + end #Constraint (4n): State of charge upper bound is storage system size @constraint(m, [ts in p.time_steps], @@ -50,7 +74,7 @@ end function add_elec_storage_dispatch_constraints(m, p, b; _n="") - # Constraint (4g): state-of-charge for electrical storage - with grid + # Constraint (4g)-1: state-of-charge for electrical storage - with grid @constraint(m, [ts in p.time_steps_with_grid], m[Symbol("dvStoredEnergy"*_n)][b, ts] == m[Symbol("dvStoredEnergy"*_n)][b, ts-1] + p.hours_per_time_step * ( sum(p.s.storage.attr[b].charge_efficiency * m[Symbol("dvProductionToStorage"*_n)][b, t, ts] for t in p.techs.elec) @@ -58,13 +82,27 @@ function add_elec_storage_dispatch_constraints(m, p, b; _n="") - m[Symbol("dvDischargeFromStorage"*_n)][b,ts] / p.s.storage.attr[b].discharge_efficiency ) ) - - # Constraint (4h): state-of-charge for electrical storage - no grid + # Constraint (4g)-2: state-of-charge for electrical storage - no grid @constraint(m, [ts in p.time_steps_without_grid], m[Symbol("dvStoredEnergy"*_n)][b, ts] == m[Symbol("dvStoredEnergy"*_n)][b, ts-1] + p.hours_per_time_step * ( sum(p.s.storage.attr[b].charge_efficiency * m[Symbol("dvProductionToStorage"*_n)][b,t,ts] for t in p.techs.elec) - m[Symbol("dvDischargeFromStorage"*_n)][b, ts] / p.s.storage.attr[b].discharge_efficiency ) + ) + + # Constraint (4h): prevent simultaneous charge and discharge by limitting charging alone to not make the SOC exceed 100% + # (4h)-1: with grid + @constraint(m, [ts in p.time_steps_with_grid], + m[Symbol("dvStorageEnergy"*_n)][b] >= m[Symbol("dvStoredEnergy"*_n)][b, ts-1] + p.hours_per_time_step * ( + sum(p.s.storage.attr[b].charge_efficiency * m[Symbol("dvProductionToStorage"*_n)][b, t, ts] for t in p.techs.elec) + + p.s.storage.attr[b].grid_charge_efficiency * m[Symbol("dvGridToStorage"*_n)][b, ts] + ) + ) + # (4h)-2: no grid + @constraint(m, [ts in p.time_steps_without_grid], + m[Symbol("dvStorageEnergy"*_n)][b] >= m[Symbol("dvStoredEnergy"*_n)][b, ts-1] + p.hours_per_time_step * ( + sum(p.s.storage.attr[b].charge_efficiency * m[Symbol("dvProductionToStorage"*_n)][b,t,ts] for t in p.techs.elec) + ) ) # Constraint (4i)-1: Dispatch to electrical storage is no greater than power capacity @@ -101,87 +139,115 @@ function add_elec_storage_dispatch_constraints(m, p, b; _n="") end end -function add_hot_thermal_storage_dispatch_constraints(m, p; _n="") +function add_hot_thermal_storage_dispatch_constraints(m, p, b; _n="") # Constraint (4f)-1b: SteamTurbineTechs if !isempty(p.techs.steam_turbine) - @constraint(m, SteamTurbineTechProductionFlowCon[b in p.s.storage.types.hot, t in p.techs.steam_turbine, q in p.heating_loads, ts in p.time_steps], + @constraint(m, SteamTurbineTechProductionFlowCon[t in p.techs.steam_turbine, q in p.heating_loads, ts in p.time_steps], m[Symbol("dvHeatToStorage"*_n)][b,t,q,ts] <= m[Symbol("dvHeatingProduction"*_n)][t,q,ts] ) - @constraint(m, StorageToTurbineProductionFlowCon[b in p.s.storage.types.hot, q in p.heating_loads, ts in p.time_steps], + @constraint(m, StorageToTurbineProductionFlowCon[q in p.heating_loads, ts in p.time_steps], m[Symbol("dvHeatFromStorageToTurbine"*_n)][b,q,ts] <= m[Symbol("dvHeatFromStorage"*_n)][b,q,ts] ) - for b in p.s.storage.types.hot - if !p.s.storage.attr[b].can_supply_steam_turbine - for q in p.heating_loads - for ts in p.time_steps - fix(m[Symbol("dvHeatFromStorageToTurbine"*_n)][b,q,ts], 0.0, force=true) - end + if !p.s.storage.attr[b].can_supply_steam_turbine + for q in p.heating_loads + for ts in p.time_steps + fix(m[Symbol("dvHeatFromStorageToTurbine"*_n)][b,q,ts], 0.0, force=true) end - elseif p.s.storage.attr[b].supply_turbine_only - @constraint(m, StorageOnlyToSteamTurbineCon[q in p.heating_loads, ts in p.time_steps], - m[Symbol("dvHeatFromStorage"*_n)][b,q,ts] == m[Symbol("dvHeatFromStorageToTurbine"*_n)][b,q,ts] - ) - for t in p.techs.steam_turbine - for ts in p.time_steps, q in p.heating_loads - fix(m[Symbol("dvHeatToStorage"*_n)][b,t,q,ts], 0.0, force=true) - end + end + elseif p.s.storage.attr[b].supply_turbine_only + @constraint(m, StorageOnlyToSteamTurbineCon[q in p.heating_loads, ts in p.time_steps], + m[Symbol("dvHeatFromStorage"*_n)][b,q,ts] == m[Symbol("dvHeatFromStorageToTurbine"*_n)][b,q,ts] + ) + for t in p.techs.steam_turbine + for ts in p.time_steps, q in p.heating_loads + fix(m[Symbol("dvHeatToStorage"*_n)][b,t,q,ts], 0.0, force=true) end end end end # Constraint (4j)-1: Reconcile state-of-charge for (hot) thermal storage - @constraint(m, [b in p.s.storage.types.hot, ts in p.time_steps], - m[Symbol("dvStoredEnergy"*_n)][b,ts] == m[Symbol("dvStoredEnergy"*_n)][b,ts-1] + (1/p.s.settings.time_steps_per_hour) * ( - p.s.storage.attr[b].charge_efficiency * sum(m[Symbol("dvHeatToStorage"*_n)][b,t,q,ts] for t in union(p.techs.heating, p.techs.chp), q in p.heating_loads) - - sum(m[Symbol("dvHeatFromStorage"*_n)][b,q,ts] for q in p.heating_loads) / p.s.storage.attr[b].discharge_efficiency - - p.s.storage.attr[b].thermal_decay_rate_fraction * m[Symbol("dvStorageEnergy"*_n)][b] + if b != "HotSensibleTes" + @constraint(m, [b in setdiff(p.s.storage.types.hot, ["HotSensibleTes"]), ts in p.time_steps], + m[Symbol("dvStoredEnergy"*_n)][b,ts] == m[Symbol("dvStoredEnergy"*_n)][b,ts-1] + p.hours_per_time_step * ( + p.s.storage.attr[b].charge_efficiency * sum(m[Symbol("dvHeatToStorage"*_n)][b,t,q,ts] for t in union(p.techs.heating, p.techs.chp), q in p.heating_loads) - + sum(m[Symbol("dvHeatFromStorage"*_n)][b,q,ts] for q in p.heating_loads) / p.s.storage.attr[b].discharge_efficiency - + p.s.storage.attr[b].thermal_decay_rate_fraction * m[Symbol("dvStorageEnergy"*_n)][b] + ) ) - ) + else + @constraint(m, [ts in p.time_steps], + m[Symbol("dvStoredEnergy"*_n)][b,ts] == m[Symbol("dvStoredEnergy"*_n)][b,ts-1] + (1/p.s.settings.time_steps_per_hour) * ( + p.s.storage.attr[b].charge_efficiency * sum(m[Symbol("dvHeatToStorage"*_n)][b,t,q,ts] for t in union(p.techs.heating, p.techs.chp), q in p.heating_loads) - + sum(m[Symbol("dvHeatFromStorage"*_n)][b,q,ts] for q in p.heating_loads) / p.s.storage.attr[b].discharge_efficiency - + p.s.storage.attr[b].thermal_decay_rate_fraction * m[Symbol("dvStoredEnergy"*_n)][b, ts-1] + ) + ) + end + # Prevent simultaneous charge and discharge by limitting charging alone to not make the SOC exceed 100% + @constraint(m, [ts in p.time_steps], + m[Symbol("dvStorageEnergy"*_n)][b] >= m[Symbol("dvStoredEnergy"*_n)][b,ts-1] + p.hours_per_time_step * ( + p.s.storage.attr[b].charge_efficiency * sum(m[Symbol("dvHeatToStorage"*_n)][b,t,q,ts] for t in union(p.techs.heating, p.techs.chp), q in p.heating_loads) + - p.s.storage.attr[b].thermal_decay_rate_fraction * m[Symbol("dvStorageEnergy"*_n)][b] + ) + ) + #Constraint (4n)-1: Dispatch to and from thermal storage is no greater than power capacity - @constraint(m, [b in p.s.storage.types.hot, ts in p.time_steps], + @constraint(m, [ts in p.time_steps], m[Symbol("dvStoragePower"*_n)][b] >= sum(m[Symbol("dvHeatFromStorage"*_n)][b,q,ts] + sum(m[Symbol("dvHeatToStorage"*_n)][b,t,q,ts] for t in union(p.techs.heating, p.techs.chp)) for q in p.heating_loads) ) + + if b == "HotSensibleTes" + @constraint(m, [ts in p.time_steps], + m[Symbol("dvStorageEnergy"*_n)][b] / p.s.storage.attr[b].num_charge_hours >= + sum(m[Symbol("dvHeatToStorage"*_n)][b,t,q,ts] for t in union(p.techs.heating, p.techs.chp), q in p.heating_loads) + ) + @constraint(m, [ts in p.time_steps], + m[Symbol("dvStorageEnergy"*_n)]["HotSensibleTes"] / p.s.storage.attr["HotSensibleTes"].num_discharge_hours >= + sum(m[Symbol("dvHeatFromStorage"*_n)]["HotSensibleTes",q,ts] + for q in p.heating_loads) + ) + end # TODO missing thermal storage constraints from API ??? # Constraint (4o): Discharge from storage is equal to sum of heat from storage for all qualities - @constraint(m, HeatDischargeReconciliation[b in p.s.storage.types.hot, ts in p.time_steps], + @constraint(m, HeatDischargeReconciliation[ts in p.time_steps], m[Symbol("dvDischargeFromStorage"*_n)][b,ts] == sum(m[Symbol("dvHeatFromStorage"*_n)][b,q,ts] for q in p.heating_loads) ) #Do not allow GHP to charge storage if !isempty(p.techs.ghp) - for b in p.s.storage.types.hot, t in p.techs.ghp, q in p.heating_loads, ts in p.time_steps + for t in p.techs.ghp, q in p.heating_loads, ts in p.time_steps fix(m[Symbol("dvHeatToStorage"*_n)][b,t,q,ts], 0.0, force=true) end end - if "HotSensibleTes" in p.s.storage.types.hot && p.s.storage.attr["HotSensibleTes"].one_direction_flow + if b =="HotSensibleTes" && p.s.storage.attr[b].one_direction_flow dv = "binStorageCharge"*_n - m[Symbol(dv)] = @variable(m, [p.s.storage.types.hot, p.time_steps], base_name=dv, binary=true) + m[Symbol(dv)] = @variable(m, [["HotSensibleTes"], p.time_steps], base_name=dv, binary=true) dv = "binStorageDischarge"*_n - m[Symbol(dv)] = @variable(m, [p.s.storage.types.hot, p.time_steps], base_name=dv, binary=true) + m[Symbol(dv)] = @variable(m, [["HotSensibleTes"], p.time_steps], base_name=dv, binary=true) - max_storage_power = min(p.s.storage.attr["HotSensibleTes"].max_kw, + max_storage_power = min(p.s.storage.attr[b].max_kw, 100 * maximum(sum(p.heating_loads_kw[q][ts] for q in p.heating_loads) for ts in p.time_steps) ) @constraint(m, SensibleTesChargeMax[ts in p.time_steps], - sum(m[Symbol("dvHeatToStorage"*_n)]["HotSensibleTes",t,q,ts] for t in union(p.techs.heating, p.techs.chp), q in p.heating_loads) <= - max_storage_power * m[Symbol("binStorageCharge"*_n)]["HotSensibleTes",ts] + sum(m[Symbol("dvHeatToStorage"*_n)][b,t,q,ts] for t in union(p.techs.heating, p.techs.chp), q in p.heating_loads) <= + max_storage_power * m[Symbol("binStorageCharge"*_n)][b,ts] ) @constraint(m, SensibleTesDischargeMax[ts in p.time_steps], - sum(m[Symbol("dvHeatFromStorage"*_n)]["HotSensibleTes",q,ts] for q in p.heating_loads) <= - max_storage_power * m[Symbol("binStorageDischarge"*_n)]["HotSensibleTes",ts] + sum(m[Symbol("dvHeatFromStorage"*_n)][b,q,ts] for q in p.heating_loads) <= + max_storage_power * m[Symbol("binStorageDischarge"*_n)][b,ts] ) @constraint(m, SensibleTesFlowDirection[ts in p.time_steps], - m[Symbol("binStorageDischarge"*_n)]["HotSensibleTes",ts] + m[Symbol("binStorageCharge"*_n)]["HotSensibleTes",ts] <= 1 + m[Symbol("binStorageDischarge"*_n)][b,ts] + m[Symbol("binStorageCharge"*_n)][b,ts] <= 1 ) end @@ -191,36 +257,44 @@ function add_cold_thermal_storage_dispatch_constraints(m, p, b; _n="") # Constraint (4f)-2: (Cold) Thermal production sent to storage or grid must be less than technology's rated production if !isempty(p.techs.cooling) - @constraint(m, CoolingTechProductionFlowCon[b in p.s.storage.types.cold, t in p.techs.cooling, ts in p.time_steps], + @constraint(m, CoolingTechProductionFlowCon[t in p.techs.cooling, ts in p.time_steps], m[Symbol("dvProductionToStorage"*_n)][b,t,ts] <= m[Symbol("dvCoolingProduction"*_n)][t,ts] ) end # Constraint (4j)-2: Reconcile state-of-charge for (cold) thermal storage - @constraint(m, ColdTESInventoryCon[b in p.s.storage.types.cold, ts in p.time_steps], - m[Symbol("dvStoredEnergy"*_n)][b,ts] == m[Symbol("dvStoredEnergy"*_n)][b,ts-1] + (1/p.s.settings.time_steps_per_hour) * ( - sum(p.s.storage.attr[b].charge_efficiency * m[Symbol("dvProductionToStorage"*_n)][b,t,ts] for t in p.techs.cooling) - - m[Symbol("dvDischargeFromStorage"*_n)][b,ts]/p.s.storage.attr[b].discharge_efficiency - - p.s.storage.attr[b].thermal_decay_rate_fraction * m[Symbol("dvStorageEnergy"*_n)][b] + @constraint(m, ColdTESInventoryCon[ts in p.time_steps], + m[Symbol("dvStoredEnergy"*_n)][b,ts] == m[Symbol("dvStoredEnergy"*_n)][b,ts-1] + p.hours_per_time_step * ( + sum(p.s.storage.attr[b].charge_efficiency * m[Symbol("dvProductionToStorage"*_n)][b,t,ts] for t in p.techs.cooling) - + m[Symbol("dvDischargeFromStorage"*_n)][b,ts]/p.s.storage.attr[b].discharge_efficiency - + p.s.storage.attr[b].thermal_decay_rate_fraction * m[Symbol("dvStorageEnergy"*_n)][b] + ) + ) + + # Prevent simultaneous charge and discharge by limitting charging alone to not make the SOC exceed 100% + @constraint(m, [ts in p.time_steps], + m[Symbol("dvStorageEnergy"*_n)][b] >= m[Symbol("dvStoredEnergy"*_n)][b,ts-1] + p.hours_per_time_step * ( + p.s.storage.attr[b].charge_efficiency * sum(m[Symbol("dvProductionToStorage"*_n)][b,t,ts] for t in p.techs.cooling) + - p.s.storage.attr[b].thermal_decay_rate_fraction * m[Symbol("dvStorageEnergy"*_n)][b] ) ) #Constraint (4n)-2: Dispatch to and from thermal storage is no greater than power capacity - @constraint(m, [b in p.s.storage.types.cold, ts in p.time_steps], + @constraint(m, [ts in p.time_steps], m[Symbol("dvStoragePower"*_n)][b] >= m[Symbol("dvDischargeFromStorage"*_n)][b,ts] + sum(m[Symbol("dvProductionToStorage"*_n)][b,t,ts] for t in p.techs.cooling) ) #Do not allow GHP to charge storage if !isempty(p.techs.ghp) - for b in p.s.storage.types.cold, t in p.techs.ghp, ts in p.time_steps + for t in p.techs.ghp, ts in p.time_steps fix(m[Symbol("dvProductionToStorage"*_n)][b,t,ts], 0.0, force=true) end end end -function add_storage_sum_constraints(m, p; _n="") +function add_storage_sum_grid_constraints(m, p; _n="") ##Constraint (8c): Grid-to-storage no greater than grid purchases @constraint(m, [ts in p.time_steps_with_grid], diff --git a/src/constraints/thermal_tech_constraints.jl b/src/constraints/thermal_tech_constraints.jl index ce1da6729..002b6020c 100644 --- a/src/constraints/thermal_tech_constraints.jl +++ b/src/constraints/thermal_tech_constraints.jl @@ -15,7 +15,7 @@ function add_boiler_tech_constraints(m, p; _n="") ) if "Boiler" in p.techs.boiler # ExistingBoiler does not have om_cost_per_kwh m[:TotalBoilerPerUnitProdOMCosts] = @expression(m, p.third_party_factor * p.pwf_om * - sum(p.s.boiler.om_cost_per_kwh / p.s.settings.time_steps_per_hour * + sum(p.s.boiler.om_cost_per_kwh * p.hours_per_time_step * m[Symbol("dvHeatingProduction"*_n)]["Boiler",q,ts] for q in p.heating_loads, ts in p.time_steps) ) else @@ -127,6 +127,15 @@ function add_heating_tech_constraints(m, p; _n="") end end + + # Enforce no waste heat for any technology that isn't both electricity- and heat-producing + for t in setdiff(p.techs.heating, union(p.techs.elec, p.techs.ghp)) + for q in p.heating_loads + for ts in p.time_steps + fix(m[Symbol("dvProductionToWaste"*_n)][t,q,ts], 0.0, force=true) + end + end + end end function add_heating_cooling_constraints(m, p; _n="") @@ -137,30 +146,125 @@ end function add_ashp_force_in_constraints(m, p; _n="") - if "ASHP_SpaceHeater" in p.techs.ashp && p.s.ashp.force_into_system - for t in setdiff(p.techs.can_serve_space_heating, ["ASHP_SpaceHeater"]) - for ts in p.time_steps - fix(m[Symbol("dvHeatingProduction"*_n)][t,"SpaceHeating",ts], 0.0, force=true) - fix(m[Symbol("dvProductionToWaste"*_n)][t,"SpaceHeating",ts], 0.0, force=true) + if "ASHPSpaceHeater" in p.techs.ashp + if p.s.ashp.force_into_system + for t in setdiff(p.techs.can_serve_space_heating, ["ASHPSpaceHeater"]) + for ts in p.time_steps + fix(m[Symbol("dvHeatingProduction"*_n)][t,"SpaceHeating",ts], 0.0, force=true) + fix(m[Symbol("dvProductionToWaste"*_n)][t,"SpaceHeating",ts], 0.0, force=true) + end + end + elseif p.s.ashp.force_dispatch + dv = "binASHPSHSizeExceedsThermalLoad"*_n + m[Symbol(dv)] = @variable(m, [p.time_steps], binary=true, base_name=dv) + dv = "dvASHPSHSizeTimesExcess"*_n + m[Symbol(dv)] = @variable(m, [p.time_steps], lower_bound=0, base_name=dv) + if p.s.ashp.can_serve_cooling + max_sh_size_bigM = 2*max(p.max_sizes["ASHPSpaceHeater"], maximum(p.heating_loads_kw["SpaceHeating"] ./ p.heating_cf["ASHPSpaceHeater"])+maximum(p.s.cooling_load.loads_kw_thermal ./ p.cooling_cf["ASHPSpaceHeater"])) + @constraint(m, [ts in p.time_steps], + m[Symbol("binASHPSHSizeExceedsThermalLoad"*_n)][ts] >= ( + m[Symbol("dvSize"*_n)]["ASHPSpaceHeater"] + - (p.heating_loads_kw["SpaceHeating"][ts] / p.heating_cf["ASHPSpaceHeater"][ts]) + - (p.s.cooling_load.loads_kw_thermal[ts] / p.cooling_cf["ASHPSpaceHeater"][ts]) + ) / max_sh_size_bigM + ) + @constraint(m, [ts in p.time_steps], + m[Symbol("binASHPSHSizeExceedsThermalLoad"*_n)][ts] <= 1 - ( + (p.heating_loads_kw["SpaceHeating"][ts] / p.heating_cf["ASHPSpaceHeater"][ts]) + + (p.s.cooling_load.loads_kw_thermal[ts] / p.cooling_cf["ASHPSpaceHeater"][ts]) + - m[Symbol("dvSize"*_n)]["ASHPSpaceHeater"] + ) / max_sh_size_bigM + ) + # set dvASHPSHSizeTimesExcess = binASHPSHSizeExceedsThermalLoad * dvSize + # big-M is min CF times heat load + @constraint(m, [ts in p.time_steps], + m[Symbol("dvASHPSHSizeTimesExcess"*_n)][ts] >= m[Symbol("dvSize"*_n)]["ASHPSpaceHeater"] - max_sh_size_bigM * (1-m[Symbol("binASHPSHSizeExceedsThermalLoad"*_n)][ts]) + ) + @constraint(m, [ts in p.time_steps], + m[Symbol("dvASHPSHSizeTimesExcess"*_n)][ts] <= m[Symbol("dvSize"*_n)]["ASHPSpaceHeater"] + ) + @constraint(m, [ts in p.time_steps], + m[Symbol("dvASHPSHSizeTimesExcess"*_n)][ts] <= max_sh_size_bigM * m[Symbol("binASHPSHSizeExceedsThermalLoad"*_n)][ts] + ) + #Enforce dispatch: output = system size - (overage) + @constraint(m, [ts in p.time_steps], + m[Symbol("dvHeatingProduction"*_n)]["ASHPSpaceHeater","SpaceHeating",ts] / p.heating_cf["ASHPSpaceHeater"][ts] + m[Symbol("dvCoolingProduction"*_n)]["ASHPSpaceHeater",ts] / p.cooling_cf["ASHPSpaceHeater"][ts] >= m[Symbol("dvSize"*_n)]["ASHPSpaceHeater"] - m[Symbol("dvASHPSHSizeTimesExcess"*_n)][ts] + (p.heating_loads_kw["SpaceHeating"][ts] / p.heating_cf["ASHPSpaceHeater"][ts] + p.s.cooling_load.loads_kw_thermal[ts] / p.cooling_cf["ASHPSpaceHeater"][ts] ) * m[Symbol("binASHPSHSizeExceedsThermalLoad"*_n)][ts] + ) + else + # binary variable enforcement for size >= load + max_sh_size_bigM = 2*max(p.max_sizes["ASHPSpaceHeater"], maximum(p.heating_loads_kw["SpaceHeating"] ./ p.heating_cf["ASHPSpaceHeater"])) + @constraint(m, [ts in p.time_steps], + m[Symbol("binASHPSHSizeExceedsThermalLoad"*_n)][ts] >= (m[Symbol("dvSize"*_n)]["ASHPSpaceHeater"] - p.heating_loads_kw["SpaceHeating"][ts] / p.heating_cf["ASHPSpaceHeater"][ts]) / max_sh_size_bigM + ) + @constraint(m, [ts in p.time_steps], + m[Symbol("binASHPSHSizeExceedsThermalLoad"*_n)][ts] <= 1 - (p.heating_loads_kw["SpaceHeating"][ts] / p.heating_cf["ASHPSpaceHeater"][ts] - m[Symbol("dvSize"*_n)]["ASHPSpaceHeater"]) / max_sh_size_bigM + ) + # set dvASHPSHSizeTimesExcess = binASHPSHSizeExceedsThermalLoad * dvSize + # big-M is min CF times heat load + + @constraint(m, [ts in p.time_steps], + m[Symbol("dvASHPSHSizeTimesExcess"*_n)][ts] >= p.heating_cf["ASHPSpaceHeater"][ts]*m[Symbol("dvSize"*_n)]["ASHPSpaceHeater"] - max_sh_size_bigM * (1-m[Symbol("binASHPSHSizeExceedsThermalLoad"*_n)][ts]) + ) + @constraint(m, [ts in p.time_steps], + m[Symbol("dvASHPSHSizeTimesExcess"*_n)][ts] <= p.heating_cf["ASHPSpaceHeater"][ts]*m[Symbol("dvSize"*_n)]["ASHPSpaceHeater"] + ) + @constraint(m, [ts in p.time_steps], + m[Symbol("dvASHPSHSizeTimesExcess"*_n)][ts] <= max_sh_size_bigM * m[Symbol("binASHPSHSizeExceedsThermalLoad"*_n)][ts] + ) + #Enforce dispatch: output = system size - (overage) + @constraint(m, [ts in p.time_steps], + m[Symbol("dvHeatingProduction"*_n)]["ASHPSpaceHeater","SpaceHeating",ts] >= p.heating_cf["ASHPSpaceHeater"][ts]*m[Symbol("dvSize"*_n)]["ASHPSpaceHeater"] - m[Symbol("dvASHPSHSizeTimesExcess"*_n)][ts] + p.heating_loads_kw["SpaceHeating"][ts] * m[Symbol("binASHPSHSizeExceedsThermalLoad"*_n)][ts] + ) end end end - if "ASHP_SpaceHeater" in p.techs.cooling && p.s.ashp.force_into_system - for t in setdiff(p.techs.cooling, ["ASHP_SpaceHeater"]) + if "ASHPSpaceHeater" in p.techs.cooling && p.s.ashp.force_into_system + for t in setdiff(p.techs.cooling, ["ASHPSpaceHeater"]) for ts in p.time_steps fix(m[Symbol("dvCoolingProduction"*_n)][t,ts], 0.0, force=true) end end end - if "ASHP_WaterHeater" in p.techs.ashp && p.s.ashp_wh.force_into_system - for t in setdiff(p.techs.can_serve_dhw, ["ASHP_WaterHeater"]) - for ts in p.time_steps - fix(m[Symbol("dvHeatingProduction"*_n)][t,"DomesticHotWater",ts], 0.0, force=true) - fix(m[Symbol("dvProductionToWaste"*_n)][t,"DomesticHotWater",ts], 0.0, force=true) + if "ASHPWaterHeater" in p.techs.ashp + if p.s.ashp_wh.force_into_system + for t in setdiff(p.techs.can_serve_dhw, ["ASHPWaterHeater"]) + for ts in p.time_steps + fix(m[Symbol("dvHeatingProduction"*_n)][t,"DomesticHotWater",ts], 0.0, force=true) + fix(m[Symbol("dvProductionToWaste"*_n)][t,"DomesticHotWater",ts], 0.0, force=true) + end end - end + elseif p.s.ashp_wh.force_dispatch + dv = "binASHPWHSizeExceedsThermalLoad"*_n + m[Symbol(dv)] = @variable(m, [p.time_steps], binary=true, base_name=dv) + dv = "dvASHPWHSizeTimesExcess"*_n + m[Symbol(dv)] = @variable(m, [p.time_steps], lower_bound=0, base_name=dv) + # binary variable enforcement for size >= load + max_wh_size_bigM = 2*max(p.max_sizes["ASHPWaterHeater"], maximum(p.heating_loads_kw["DomesticHotWater"] ./ p.heating_cf["ASHPWaterHeater"])) + @constraint(m, [ts in p.time_steps], + m[Symbol("binASHPWHSizeExceedsThermalLoad"*_n)][ts] >= (m[Symbol("dvSize"*_n)]["ASHPWaterHeater"] - p.heating_loads_kw["DomesticHotWater"][ts] / p.heating_cf["ASHPWaterHeater"][ts]) / max_wh_size_bigM + ) + @constraint(m, [ts in p.time_steps], + m[Symbol("binASHPWHSizeExceedsThermalLoad"*_n)][ts] <= 1 - (p.heating_loads_kw["DomesticHotWater"][ts] / p.heating_cf["ASHPWaterHeater"][ts] - m[Symbol("dvSize"*_n)]["ASHPWaterHeater"]) / max_wh_size_bigM + ) + # set dvASHPWHSizeTimesExcess = binASHPWHSizeExceedsThermalLoad * dvSize + # big-M is min CF times heat load + + @constraint(m, [ts in p.time_steps], + m[Symbol("dvASHPWHSizeTimesExcess"*_n)][ts] >= p.heating_cf["ASHPWaterHeater"][ts]*m[Symbol("dvSize"*_n)]["ASHPWaterHeater"] - max_wh_size_bigM * (1-m[Symbol("binASHPWHSizeExceedsThermalLoad"*_n)][ts]) + ) + @constraint(m, [ts in p.time_steps], + m[Symbol("dvASHPWHSizeTimesExcess"*_n)][ts] <= p.heating_cf["ASHPWaterHeater"][ts]*m[Symbol("dvSize"*_n)]["ASHPWaterHeater"] + ) + @constraint(m, [ts in p.time_steps], + m[Symbol("dvASHPWHSizeTimesExcess"*_n)][ts] <= max_wh_size_bigM * m[Symbol("binASHPWHSizeExceedsThermalLoad"*_n)][ts] + ) + #Enforce dispatch: output = system size - (overage) + @constraint(m, [ts in p.time_steps], + m[Symbol("dvHeatingProduction"*_n)]["ASHPWaterHeater","DomesticHotWater",ts] >= p.heating_cf["ASHPWaterHeater"][ts]*m[Symbol("dvSize"*_n)]["ASHPWaterHeater"] - m[Symbol("dvASHPWHSizeTimesExcess"*_n)][ts] + p.heating_loads_kw["DomesticHotWater"][ts] * m[Symbol("binASHPWHSizeExceedsThermalLoad"*_n)][ts] + ) + end end end diff --git a/src/core/absorption_chiller.jl b/src/core/absorption_chiller.jl index ae681ef61..f9a1a9827 100644 --- a/src/core/absorption_chiller.jl +++ b/src/core/absorption_chiller.jl @@ -12,7 +12,7 @@ min_ton::Float64 = 0.0, # Minimum thermal power size constraint for optimization max_ton::Float64 = BIG_NUMBER, # Maximum thermal power size constraint for optimization cop_thermal::Union{Float64, Nothing} = nothing, # Absorption chiller system coefficient of performance - conversion of hot thermal power input to usable cooling thermal energy output - cop_electric::Float64 = 14.1, # Absorption chiller electric consumption CoP from cooling tower heat rejection - conversion of electric power input to usable cooling thermal energy outpu + cop_electric::Float64 = 14.1, # Absorption chiller electric consumption CoP from cooling tower heat rejection - conversion of electric power input to usable cooling thermal energy output macrs_option_years::Float64 = 0, # MACRS schedule for financial analysis. Set to zero to disable macrs_bonus_fraction::Float64 = 0 # Percent of upfront project costs to depreciate under MACRS heating_load_input::Union{String, Nothing} = nothing # heating load that serves as input to absorption chiller diff --git a/src/core/ashp.jl b/src/core/ashp.jl index a4fc90581..e0c136777 100644 --- a/src/core/ashp.jl +++ b/src/core/ashp.jl @@ -1,34 +1,40 @@ # REopt®, Copyright (c) Alliance for Sustainable Energy, LLC. See also https://github.com/NREL/REopt.jl/blob/master/LICENSE. """ -ASHP_SpaceHeater +ASHPSpaceHeater -If a user provides the `ASHP_SpaceHeater` key then the optimal scenario has the option to purchase +If a user provides the `ASHPSpaceHeater` key then the optimal scenario has the option to purchase this new `ASHP` to meet the heating load in addition to using the `ExistingBoiler` to meet the heating load. -ASHP_SpaceHeater has the following attributes: +ASHPSpaceHeater has the following attributes: ```julia - min_kw::Real = 0.0, # Minimum thermal power size - max_kw::Real = BIG_NUMBER, # Maximum thermal power size - min_allowable_kw::Real = 0.0 # Minimum nonzero thermal power size if included - installed_cost_per_ton::Union{Real, nothing} = nothing, # Thermal power-based cost - om_cost_per_ton::Union{Real, nothing} = nothing, # Thermal power-based fixed O&M cost - macrs_option_years::Int = 0, # MACRS schedule for financial analysis. Set to zero to disable - macrs_bonus_fraction::Real = 0.0, # Fraction of upfront project costs to depreciate under MACRS - heating_cop::Array{<:Real,1}, # COP of the heating (i.e., thermal produced / electricity consumed) - cooling_cop::Array{<:Real,1}, # COP of the cooling (i.e., thermal produced / electricity consumed) - heating_cf::Array{<:Real,1}, # ASHP's heating capacity factor curves - cooling_cf::Array{<:Real,1}, # ASHP's cooling capacity factor curves - can_serve_cooling::Union{Bool, Nothing} = nothing # If ASHP can supply heat to the cooling load - force_into_system::Union{Bool, Nothing} = nothing # force into system to serve all space heating loads if true - back_up_temp_threshold_degF::Real = 10 # Degree in F that system switches from ASHP to resistive heater + min_kw::Real # Minimum thermal power size + max_kw::Real # Maximum thermal power size + min_allowable_kw::Real # Minimum nonzero thermal power size if included + sizing_factor::Real # Size multiplier of system, relative that of the max load given by dispatch profile + installed_cost_per_kw::Real # Thermal power-based cost + om_cost_per_kw::Real # Thermal power-based fixed O&M cost + macrs_option_years::Int # MACRS schedule for financial analysis. Set to zero to disable + macrs_bonus_fraction::Real # Fraction of upfront project costs to depreciate under MACRS + heating_cop::Array{<:Real,1} # COP of the heating (i.e., thermal produced / electricity consumed) + cooling_cop::Array{<:Real,1} # COP of the cooling (i.e., thermal produced / electricity consumed) + heating_cf::Array{<:Real,1} # ASHP's heating capacity factor curves + cooling_cf::Array{<:Real,1} # ASHP's cooling capacity factor curves + can_serve_cooling::Bool # If ASHP can supply heat to the cooling load + force_into_system::Bool # force into system to serve all space heating loads if true + force_dispatch::Bool # force ASHP to meet load or maximize output if true + back_up_temp_threshold_degF::Real # Degree in F that system switches from ASHP to resistive heater + avoided_capex_by_ashp_present_value::Real # avoided capital expenditure due to presence of ASHP system vs. defaults heating and cooling techs + max_ton::Real # maximum allowable thermal power (tons) + ``` """ struct ASHP <: AbstractThermalTech min_kw::Real max_kw::Real min_allowable_kw::Real + sizing_factor::Real installed_cost_per_kw::Real om_cost_per_kw::Real macrs_option_years::Int @@ -43,40 +49,53 @@ struct ASHP <: AbstractThermalTech can_serve_process_heat::Bool can_serve_cooling::Bool force_into_system::Bool + force_dispatch::Bool back_up_temp_threshold_degF::Real avoided_capex_by_ashp_present_value::Real + max_ton::Real + installed_cost_per_ton::Real + om_cost_per_ton::Real + heating_cop_reference::Array{<:Real,1} + heating_cf_reference::Array{<:Real,1} + heating_reference_temps_degF::Array{<:Real,1} + cooling_cop_reference::Array{<:Real,1} + cooling_cf_reference::Array{<:Real,1} + cooling_reference_temps_degF::Array{<:Real,1} end """ -ASHP_SpaceHeater +ASHPSpaceHeater -If a user provides the `ASHP_SpaceHeater` key then the optimal scenario has the option to purchase +If a user provides the `ASHPSpaceHeater` key then the optimal scenario has the option to purchase this new `ASHP` to meet the heating load in addition to using the `ExistingBoiler` to meet the heating load. ```julia -function ASHP_SpaceHeater(; +function ASHPSpaceHeater(; min_ton::Real = 0.0, # Minimum thermal power size max_ton::Real = BIG_NUMBER, # Maximum thermal power size - min_allowable_ton::Real = 0.0 # Minimum nonzero thermal power size if included + min_allowable_ton::Union{Real, Nothing} = nothing, # Minimum nonzero thermal power size if included + min_allowable_peak_capacity_fraction::Union{Real, Nothing} = nothing, # minimum allowable fraction of peak heating + cooling load + sizing_factor::::Union{Real, Nothing} = nothing, # Size multiplier of system, relative that of the max load given by dispatch profile om_cost_per_ton::Union{Real, nothing} = nothing, # Thermal power-based fixed O&M cost macrs_option_years::Int = 0, # MACRS schedule for financial analysis. Set to zero to disable macrs_bonus_fraction::Real = 0.0, # Fraction of upfront project costs to depreciate under MACRS can_serve_cooling::Union{Bool, Nothing} = nothing # If ASHP can supply heat to the cooling load - force_into_system::Union{Bool, Nothing} = nothing # force into system to serve all space heating loads if true - avoided_capex_by_ashp_present_value::Real = 0.0 + force_into_system::Bool = false # force into system to serve all space heating loads if true + force_dispatch::Bool = true # force ASHP to meet load or maximize output if true + avoided_capex_by_ashp_present_value::Real = 0.0 # avoided capital expenditure due to presence of ASHP system vs. defaults heating and cooling techs #The following inputs are used to create the attributes heating_cop and heating cf: heating_cop_reference::Array{<:Real,1}, # COP of the heating (i.e., thermal produced / electricity consumed) heating_cf_reference::Array{<:Real,1}, # ASHP's heating capacity factor curves - heating_reference_temps ::Array{<:Real,1}, # ASHP's reference temperatures for heating COP and CF + heating_reference_temps_degF ::Array{<:Real,1}, # ASHP's reference temperatures for heating COP and CF back_up_temp_threshold_degF::Real = 10, # Degree in F that system switches from ASHP to resistive heater #The following inputs are used to create the attributes cooling_cop and cooling cf: cooling_cop::Array{<:Real,1}, # COP of the cooling (i.e., thermal produced / electricity consumed) cooling_cf::Array{<:Real,1}, # ASHP's cooling capacity factor curves - heating_reference_temps ::Array{<:Real,1}, # ASHP's reference temperatures for cooling COP and CF + cooling_reference_temps_degF ::Array{<:Real,1}, # ASHP's reference temperatures for cooling COP and CF #The following inputs are taken from the Site object: ambient_temp_degF::Array{<:Real,1} #time series of ambient temperature @@ -85,43 +104,40 @@ function ASHP_SpaceHeater(; ) ``` """ -function ASHP_SpaceHeater(; +function ASHPSpaceHeater(; min_ton::Real = 0.0, - max_ton::Real = BIG_NUMBER, + max_ton::Union{Real, Nothing} = nothing, min_allowable_ton::Union{Real, Nothing} = nothing, + min_allowable_peak_capacity_fraction::Union{Real, Nothing} = nothing, + sizing_factor::Union{Real, Nothing} = nothing, installed_cost_per_ton::Union{Real, Nothing} = nothing, om_cost_per_ton::Union{Real, Nothing} = nothing, macrs_option_years::Int = 0, macrs_bonus_fraction::Real = 0.0, avoided_capex_by_ashp_present_value::Real = 0.0, can_serve_cooling::Union{Bool, Nothing} = nothing, - force_into_system::Union{Bool, Nothing} = nothing, - heating_cop_reference::Array{<:Real,1} = Float64[], - heating_cf_reference::Array{<:Real,1} = Float64[], - heating_reference_temps::Array{<:Real,1} = Float64[], + force_into_system::Bool = false, + force_dispatch::Bool = true, + heating_cop_reference::Array{<:Real,1} = Real[], + heating_cf_reference::Array{<:Real,1} = Real[], + heating_reference_temps_degF::Array{<:Real,1} = Real[], back_up_temp_threshold_degF::Union{Real, Nothing} = nothing, - cooling_cop_reference::Array{<:Real,1} = Float64[], - cooling_cf_reference::Array{<:Real,1} = Float64[], - cooling_reference_temps::Array{<:Real,1} = Float64[], - ambient_temp_degF::Array{Float64,1} = Float64[], + cooling_cop_reference::Array{<:Real,1} = Real[], + cooling_cf_reference::Array{<:Real,1} = Real[], + cooling_reference_temps_degF::Array{<:Real,1} = Real[], + ambient_temp_degF::Array{<:Real,1} = Real[], heating_load::Array{<:Real,1} = Real[], - cooling_load::Array{<:Real,1} = Real[], - includes_heat_recovery::Bool = false, - heat_recovery_cop::Union{Real, Nothing} = nothing + cooling_load::Array{<:Real,1} = Real[] ) - defaults = get_ashp_defaults("SpaceHeating") + defaults = get_ashp_defaults("SpaceHeating",force_into_system) # populate defaults as needed if isnothing(installed_cost_per_ton) installed_cost_per_ton = defaults["installed_cost_per_ton"] end if isnothing(om_cost_per_ton) - if force_into_system == true - om_cost_per_ton = 0 - else - om_cost_per_ton = defaults["om_cost_per_ton"] - end + om_cost_per_ton = defaults["om_cost_per_ton"] end if isnothing(can_serve_cooling) can_serve_cooling = defaults["can_serve_cooling"] @@ -132,8 +148,27 @@ function ASHP_SpaceHeater(; if isnothing(back_up_temp_threshold_degF) back_up_temp_threshold_degF = defaults["back_up_temp_threshold_degF"] end - if isnothing(max_ton) - max_ton = defaults["max_ton"] + if isnothing(sizing_factor) + sizing_factor = defaults["sizing_factor"] + end + + if length(heating_cop_reference) != length(heating_cf_reference) || length(heating_cf_reference) != length(heating_reference_temps_degF) + throw(@error("heating_cop_reference, heating_cf_reference, and heating_reference_temps_degF must all be the same length.")) + else + if length(heating_cop_reference) == 0 + heating_cop_reference = convert(Vector{Float64}, defaults["heating_cop_reference"]) + heating_cf_reference = convert(Vector{Float64}, defaults["heating_cf_reference"]) + heating_reference_temps_degF = convert(Vector{Float64}, defaults["heating_reference_temps_degF"]) + end + end + if length(cooling_cop_reference) != length(cooling_cf_reference) || length(cooling_cf_reference) != length(cooling_reference_temps_degF) + throw(@error("cooling_cop_reference, cooling_cf_reference, and cooling_reference_temps_degF must all be the same length.")) + else + if length(cooling_cop_reference) == 0 && can_serve_cooling + cooling_cop_reference = convert(Vector{Float64}, defaults["cooling_cop_reference"]) + cooling_cf_reference = convert(Vector{Float64}, defaults["cooling_cf_reference"]) + cooling_reference_temps_degF = convert(Vector{Float64}, defaults["cooling_reference_temps_degF"]) + end end #pre-set defaults that aren't mutable due to technology specifications @@ -143,54 +178,74 @@ function ASHP_SpaceHeater(; can_serve_process_heat = defaults["can_serve_process_heat"] - # Convert max sizes, cost factors from mmbtu_per_hour to kw - min_kw = min_ton * KWH_THERMAL_PER_TONHOUR - max_kw = max_ton * KWH_THERMAL_PER_TONHOUR - - installed_cost_per_kw = installed_cost_per_ton / KWH_THERMAL_PER_TONHOUR om_cost_per_kw = om_cost_per_ton / KWH_THERMAL_PER_TONHOUR - if !isempty(heating_reference_temps) - heating_cop, heating_cf = get_ashp_performance(heating_cop_reference, - heating_cf_reference, - heating_reference_temps, + heating_cop, heating_cf = get_ashp_performance(heating_cop_reference, + heating_cf_reference, + heating_reference_temps_degF, + ambient_temp_degF, + back_up_temp_threshold_degF + ) + + heating_cf[heating_cop .== 1] .= 1 + + if can_serve_cooling + cooling_cop, cooling_cf = get_ashp_performance(cooling_cop_reference, + cooling_cf_reference, + cooling_reference_temps_degF, ambient_temp_degF, - back_up_temp_threshold_degF + -460 ) else - heating_cop, heating_cf = get_default_ashp_heating(ambient_temp_degF,ambient_temp_degF) + cooling_cop = Float64[] + cooling_cf = Float64[] end - heating_cf[heating_cop .== 1] .= 1 - - if can_serve_cooling - if !isempty(cooling_reference_temps) - cooling_cop, cooling_cf = get_ashp_performance(cooling_cop_reference, - cooling_cf_reference, - cooling_reference_temps, - ambient_temp_degF, - -460 - ) + if isnothing(max_ton) + if can_serve_cooling + #these are in kW rathern than tons so will be larger as a measure of conservatism + max_ton = min(defaults["max_ton"], 10*(maximum(heating_load ./ heating_cf)+maximum(cooling_load ./ cooling_cf))) else - cooling_cop, cooling_cf = get_default_ashp_cooling(ambient_temp_degF) + max_ton = min(defaults["max_ton"], 10*maximum(heating_load ./ heating_cf)) end else - cooling_cop = Float64[] - cooling_cf = Float64[] + if can_serve_cooling + max_ton = min(max_ton, 10*(maximum(heating_load ./ heating_cf)+maximum(cooling_load ./ cooling_cf))) + else + max_ton = min(max_ton, 10*maximum(heating_load ./ heating_cf)) + end + max_ton = max(max_ton, min_ton) end - if !isnothing(min_allowable_ton) + # Convert max sizes, cost factors from mmbtu_per_hour to kw + min_kw = min_ton * KWH_THERMAL_PER_TONHOUR + max_kw = max_ton * KWH_THERMAL_PER_TONHOUR + + if !isnothing(min_allowable_ton) && !isnothing(min_allowable_peak_capacity_fraction) + throw(@error("at most one of min_allowable_ton and min_allowable_peak_capacity_fraction may be input.")) + elseif !isnothing(min_allowable_ton) min_allowable_kw = min_allowable_ton * KWH_THERMAL_PER_TONHOUR @warn("user-provided minimum allowable ton is used in the place of the default; this may provided very small sizes if set to zero.") else - min_allowable_kw = get_ashp_default_min_allowable_size(heating_load, heating_cf, cooling_load, cooling_cf) + if isnothing(min_allowable_peak_capacity_fraction) + min_allowable_peak_capacity_fraction = 0.25 + end + min_allowable_kw = get_ashp_default_min_allowable_size(heating_load, heating_cf, cooling_load, cooling_cf, min_allowable_peak_capacity_fraction) + end + + if min_allowable_kw > max_kw + throw(@error("The ASHPSpaceHeater minimum allowable size of $min_allowable_kw kW is larger than the maximum size of $max_kw kW.")) end + installed_cost_per_kw *= sizing_factor + om_cost_per_kw *= sizing_factor + ASHP( min_kw, max_kw, min_allowable_kw, + sizing_factor, installed_cost_per_kw, om_cost_per_kw, macrs_option_years, @@ -205,8 +260,18 @@ function ASHP_SpaceHeater(; can_serve_process_heat, can_serve_cooling, force_into_system, + force_dispatch, back_up_temp_threshold_degF, - avoided_capex_by_ashp_present_value + avoided_capex_by_ashp_present_value, + max_ton, + installed_cost_per_ton, + om_cost_per_ton, + heating_cop_reference, + heating_cf_reference, + heating_reference_temps_degF, + cooling_cop_reference, + cooling_cf_reference, + cooling_reference_temps_degF ) end @@ -214,12 +279,12 @@ end """ ASHP Water_Heater -If a user provides the `ASHP_WaterHeater` key then the optimal scenario has the option to purchase -this new `ASHP_WaterHeater` to meet the domestic hot water load in addition to using the `ExistingBoiler` +If a user provides the `ASHPWaterHeater` key then the optimal scenario has the option to purchase +this new `ASHPWaterHeater` to meet the domestic hot water load in addition to using the `ExistingBoiler` to meet the domestic hot water load. ```julia -function ASHP_WaterHeater(; +function ASHPWaterHeater(; min_ton::Real = 0.0, # Minimum thermal power size max_ton::Real = BIG_NUMBER, # Maximum thermal power size min_allowable_ton::Real = 0.0 # Minimum nonzero thermal power size if included @@ -228,10 +293,14 @@ function ASHP_WaterHeater(; macrs_option_years::Int = 0, # MACRS schedule for financial analysis. Set to zero to disable macrs_bonus_fraction::Real = 0.0, # Fraction of upfront project costs to depreciate under MACRS can_supply_steam_turbine::Union{Bool, nothing} = nothing # If the boiler can supply steam to the steam turbine for electric production - + avoided_capex_by_ashp_present_value::Real = 0.0 # avoided capital expenditure due to presence of ASHP system vs. defaults heating and cooling techs + force_into_system::Bool = false # force into system to serve all hot water loads if true + force_dispatch::Bool = true # force ASHP to meet load or maximize output if true + #The following inputs are used to create the attributes heating_cop and heating cf: - heating_cop::Array{<:Real,1}, # COP of the heating (i.e., thermal produced / electricity consumed) - force_into_system::Union{Bool, Nothing} = nothing # force into system to serve all hot water loads if true + heating_cop_reference::Array{<:Real,1}, # COP of the heating (i.e., thermal produced / electricity consumed) + heating_cf_reference::Array{<:Real,1}, # ASHP's heating capacity factor curves + heating_reference_temps_degF ::Array{<:Real,1}, # ASHP's reference temperatures for heating COP and CF back_up_temp_threshold_degF::Real = 10 # temperature threshold at which backup resistive heater is used #The following inputs are taken from the Site object: @@ -240,46 +309,51 @@ function ASHP_WaterHeater(; ) ``` """ -function ASHP_WaterHeater(; +function ASHPWaterHeater(; min_ton::Real = 0.0, - max_ton::Real = BIG_NUMBER, + max_ton::Union{Real, Nothing} = nothing, min_allowable_ton::Union{Real, Nothing} = nothing, + min_allowable_peak_capacity_fraction::Union{Real, Nothing} = nothing, + sizing_factor::Union{Real, Nothing} = nothing, installed_cost_per_ton::Union{Real, Nothing} = nothing, om_cost_per_ton::Union{Real, Nothing} = nothing, macrs_option_years::Int = 0, macrs_bonus_fraction::Real = 0.0, avoided_capex_by_ashp_present_value::Real = 0.0, - force_into_system::Union{Bool, Nothing} = nothing, + force_into_system::Bool = false, + force_dispatch::Bool = true, heating_cop_reference::Array{<:Real,1} = Real[], heating_cf_reference::Array{<:Real,1} = Real[], - heating_reference_temps::Array{<:Real,1} = Real[], + heating_reference_temps_degF::Array{<:Real,1} = Real[], back_up_temp_threshold_degF::Union{Real, Nothing} = nothing, ambient_temp_degF::Array{<:Real,1} = Real[], heating_load::Array{<:Real,1} = Real[] ) - defaults = get_ashp_defaults("DomesticHotWater") + defaults = get_ashp_defaults("DomesticHotWater",force_into_system) # populate defaults as needed if isnothing(installed_cost_per_ton) installed_cost_per_ton = defaults["installed_cost_per_ton"] end if isnothing(om_cost_per_ton) - if force_into_system == true - om_cost_per_ton = 0 - else - om_cost_per_ton = defaults["om_cost_per_ton"] - end - end - if isnothing(force_into_system) - force_into_system = defaults["force_into_system"] + om_cost_per_ton = defaults["om_cost_per_ton"] end if isnothing(back_up_temp_threshold_degF) back_up_temp_threshold_degF = defaults["back_up_temp_threshold_degF"] end + if isnothing(sizing_factor) + sizing_factor = defaults["sizing_factor"] + end - if isnothing(max_ton) - max_ton = defaults["max_ton"] + if length(heating_cop_reference) != length(heating_cf_reference) || length(heating_cf_reference) != length(heating_reference_temps_degF) + throw(@error("heating_cop_reference, heating_cf_reference, and heating_reference_temps_degF must all be the same length.")) + else + if length(heating_cop_reference) == 0 + heating_cop_reference = convert(Vector{Float64}, defaults["heating_cop_reference"]) + heating_cf_reference = convert(Vector{Float64}, defaults["heating_cf_reference"]) + heating_reference_temps_degF = convert(Vector{Float64}, defaults["heating_reference_temps_degF"]) + end end #pre-set defaults that aren't mutable due to technology specifications @@ -289,37 +363,51 @@ function ASHP_WaterHeater(; can_serve_process_heat = defaults["can_serve_process_heat"] can_serve_cooling = defaults["can_serve_cooling"] - # Convert max sizes, cost factors from mmbtu_per_hour to kw - min_kw = min_ton * KWH_THERMAL_PER_TONHOUR - max_kw = max_ton * KWH_THERMAL_PER_TONHOUR - installed_cost_per_kw = installed_cost_per_ton / KWH_THERMAL_PER_TONHOUR om_cost_per_kw = om_cost_per_ton / KWH_THERMAL_PER_TONHOUR - if !isempty(heating_reference_temps) - heating_cop, heating_cf = get_ashp_performance(heating_cop_reference, - heating_cf_reference, - heating_reference_temps, - ambient_temp_degF, - back_up_temp_threshold_degF - ) - else - heating_cop, heating_cf = get_default_ashp_heating(ambient_temp_degF,back_up_temp_threshold_degF) - end + heating_cop, heating_cf = get_ashp_performance(heating_cop_reference, + heating_cf_reference, + heating_reference_temps_degF, + ambient_temp_degF, + back_up_temp_threshold_degF + ) heating_cf[heating_cop .== 1] .= 1 - if !isnothing(min_allowable_ton) + if isnothing(max_ton) + #these are in kW rathern than tons so will be larger as a measure of conservatism + max_ton = min(defaults["max_ton"], 10*maximum(heating_load ./ heating_cf)) + else + max_ton = min(max_ton, 10*maximum(heating_load ./ heating_cf)) + end + max_ton = max(max_ton, min_ton) + + # Convert max sizes, cost factors from mmbtu_per_hour to kw + min_kw = min_ton * KWH_THERMAL_PER_TONHOUR + max_kw = max_ton * KWH_THERMAL_PER_TONHOUR + + if !isnothing(min_allowable_ton) && !isnothing(min_allowable_peak_capacity_fraction) + throw(@error("at most one of min_allowable_ton and min_allowable_peak_capacity_fraction may be input.")) + elseif !isnothing(min_allowable_ton) min_allowable_kw = min_allowable_ton * KWH_THERMAL_PER_TONHOUR @warn("user-provided minimum allowable ton is used in the place of the default; this may provided very small sizes if set to zero.") else - min_allowable_kw = get_ashp_default_min_allowable_size(heating_load, heating_cf) + if isnothing(min_allowable_peak_capacity_fraction) + min_allowable_peak_capacity_fraction = 0.25 + end + min_allowable_kw = get_ashp_default_min_allowable_size(heating_load, heating_cf, Real[], Real[], min_allowable_peak_capacity_fraction) + end + + if min_allowable_kw > max_kw + throw(@error("The ASHPWaterHeater minimum allowable size of $min_allowable_kw kW is larger than the maximum size of $max_kw kW.")) end ASHP( min_kw, max_kw, min_allowable_kw, + sizing_factor, installed_cost_per_kw, om_cost_per_kw, macrs_option_years, @@ -334,8 +422,18 @@ function ASHP_WaterHeater(; can_serve_process_heat, can_serve_cooling, force_into_system, + force_dispatch, back_up_temp_threshold_degF, - avoided_capex_by_ashp_present_value + avoided_capex_by_ashp_present_value, + max_ton, + installed_cost_per_ton, + om_cost_per_ton, + heating_cop_reference, + heating_cf_reference, + heating_reference_temps_degF, + Real[], + Real[], + Real[] ) end @@ -348,16 +446,22 @@ Obtains defaults for the ASHP from a JSON data file. inputs load_served::String -- identifier of heating load served by AHSP system +force_into_system::Bool -- exclusively serves compatible thermal loads if true (i.e., replaces existing technologies) returns ashp_defaults::Dict -- Dictionary containing defaults for ASHP """ -function get_ashp_defaults(load_served::String="SpaceHeating") +function get_ashp_defaults(load_served::String="SpaceHeating", force_into_system::Bool=false) if !(load_served in ["SpaceHeating", "DomesticHotWater"]) throw(@error("Invalid inputs: argument `load_served` to function get_ashp_defaults() must be a String in the set ['SpaceHeating', 'DomesticHotWater'].")) end all_ashp_defaults = JSON.parsefile(joinpath(dirname(@__FILE__), "..", "..", "data", "ashp", "ashp_defaults.json")) - return all_ashp_defaults[load_served] + defaults = all_ashp_defaults[load_served] + if force_into_system + defaults["sizing_factor"] = 1.1 + defaults["om_cost_per_ton"] = 0.0 + end + return defaults end """ @@ -365,14 +469,14 @@ function get_ashp_performance(cop_reference, cf_reference, reference_temps, ambient_temp_degF, - back_up_temp_threshold_degF = 10.0 + back_up_temp_threshold_degF ) """ function get_ashp_performance(cop_reference, cf_reference, reference_temps, ambient_temp_degF, - back_up_temp_threshold_degF = 10.0 + back_up_temp_threshold_degF ) num_timesteps = length(ambient_temp_degF) cop = zeros(num_timesteps) @@ -402,35 +506,6 @@ function get_ashp_performance(cop_reference, return cop, cf end -""" -function get_default_ashp_heating(ambient_temp_degF, back_up_temp_threshold_degF) - -Obtains the default ASHP heating COP and CF profiles. - -ambient_temp_degF::Array{Float64,1} -- time series ambient temperature in degrees Fahrenheit -back_up_temp_threshold::Float64 -- temperature threshold at which resistive backup heater turns on -""" -function get_default_ashp_heating(ambient_temp_degF, back_up_temp_threshold_degF) - heating_cop = round.(0.0462 .* ambient_temp_degF .+ 1.351, digits=3) - heating_cop[ambient_temp_degF .<= back_up_temp_threshold_degF] .= 1 - heating_cf = round.(0.0116 .* ambient_temp_degF .+ 0.4556, digits=3) - heating_cf[heating_cop .== 1.0] .= 1.0 - return heating_cop, heating_cf -end - -""" -function get_default_ashp_cooling(ambient_temp_degF) - -Obtains the default ASHP cooling COP and CF profiles. - -ambient_temp_degF::Array{Float64,1} -- time series ambient temperature in degrees Fahrenheit -""" -function get_default_ashp_cooling(ambient_temp_degF) - cooling_cop = round.(-0.044 .* ambient_temp_degF .+ 6.822, digits=3) - cooling_cf = round.(-0.0056 .* ambient_temp_degF .+ 1.4778, digits=3) - return cooling_cop, cooling_cf -end - """ function get_ashp_default_min_allowable_size(heating_load::Array{Float64}, # time series of heating load heating_cf::Array{Float64,1}, # time series of capacity factor for heating @@ -443,9 +518,9 @@ Obtains the default minimum allowable size for ASHP system. This is calculated """ function get_ashp_default_min_allowable_size(heating_load::Array{<:Real,1}, heating_cf::Array{<:Real,1}, - cooling_load::Array{<:Real,1} = Real[], - cooling_cf::Array{<:Real,1} = Real[], - peak_load_thermal_factor::Real = 0.5 + cooling_load::Array{<:Real,1}, + cooling_cf::Array{<:Real,1}, + peak_load_thermal_factor::Real ) if isempty(cooling_cf) diff --git a/src/core/bau_inputs.jl b/src/core/bau_inputs.jl index c8b7661b5..3464c39de 100644 --- a/src/core/bau_inputs.jl +++ b/src/core/bau_inputs.jl @@ -32,7 +32,7 @@ function BAUInputs(p::REoptInputs) cooling_cf = Dict{String, Array{Float64,1}}() avoided_capex_by_ashp_present_value = Dict(t => 0.0 for t in techs.all) production_factor = DenseAxisArray{Float64}(undef, techs.all, p.time_steps) - tech_renewable_energy_fraction = Dict(t => 0.0 for t in techs.all) + tech_renewable_energy_fraction = Dict(t => 0.0 for t in union(techs.fuel_burning, techs.elec)) # !!! note: tech_emissions_factors are in lb / kWh of fuel burned (gets multiplied by kWh of fuel burned, not kWh electricity consumption, ergo the use of the HHV instead of fuel slope) tech_emissions_factors_CO2 = Dict(t => 0.0 for t in techs.all) tech_emissions_factors_NOx = Dict(t => 0.0 for t in techs.all) @@ -65,12 +65,12 @@ function BAUInputs(p::REoptInputs) cap_cost_slope[pvname] = 0.0 tech_renewable_energy_fraction[pvname] = 1.0 if pvname in p.techs.pbi - push!(pbi_techs, pvname) + push!(techs.pbi, pvname) end pv = get_pv_by_name(pvname, p.s.pvs) - fillin_techs_by_exportbin(techs_by_exportbin, pv, pv.name) + fillin_techs_by_exportbin(techs_by_exportbin, pv, pvname) if !pv.can_curtail - push!(techs.no_curtail, pv.name) + push!(techs.no_curtail, pvname) end end @@ -81,9 +81,10 @@ function BAUInputs(p::REoptInputs) cap_cost_slope["Generator"] = 0.0 om_cost_per_kw["Generator"] = p.s.generator.om_cost_per_kw production_factor["Generator", :] = p.production_factor["Generator", :] + tech_renewable_energy_fraction["Generator"] = p.s.generator.fuel_renewable_energy_fraction fillin_techs_by_exportbin(techs_by_exportbin, p.s.generator, "Generator") if "Generator" in p.techs.pbi - push!(pbi_techs, "Generator") + push!(techs.pbi, "Generator") end if !p.s.generator.can_curtail push!(techs.no_curtail, "Generator") @@ -200,7 +201,7 @@ function BAUInputs(p::REoptInputs) seg_min_size, seg_max_size, seg_yint, - p.pbi_pwf, + p.pbi_pwf, # Same pbi dict as optimal case p.pbi_max_benefit, p.pbi_max_kw, p.pbi_benefit_per_kwh, @@ -287,7 +288,7 @@ function setup_bau_emissions_inputs(p::REoptInputs, s_bau::BAUScenario, generato bau_grid_to_load = [max(i,0) for i in bau_grid_to_load] end - bau_grid_emissions_lb_CO2_per_year = sum(p.s.electric_utility.emissions_factor_series_lb_CO2_per_kwh .* bau_grid_to_load) / p.s.settings.time_steps_per_hour + bau_grid_emissions_lb_CO2_per_year = sum(p.s.electric_utility.emissions_factor_series_lb_CO2_per_kwh .* bau_grid_to_load) * p.hours_per_time_step bau_emissions_lb_CO2_per_year += bau_grid_emissions_lb_CO2_per_year ## Generator emissions (during outages) diff --git a/src/core/boiler.jl b/src/core/boiler.jl index d43b51777..b90f5efba 100644 --- a/src/core/boiler.jl +++ b/src/core/boiler.jl @@ -15,6 +15,7 @@ struct Boiler <: AbstractThermalTech can_serve_dhw::Bool can_serve_space_heating::Bool can_serve_process_heat::Bool + fuel_renewable_energy_fraction::Real emissions_factor_lb_CO2_per_mmbtu::Real emissions_factor_lb_NOx_per_mmbtu::Real emissions_factor_lb_SO2_per_mmbtu::Real @@ -46,6 +47,7 @@ function Boiler(; can_serve_dhw::Bool = true # If Boiler can supply heat to the domestic hot water load can_serve_space_heating::Bool = true # If Boiler can supply heat to the space heating load can_serve_process_heat::Bool = true # If Boiler can supply heat to the process heating load + fuel_renewable_energy_fraction::Real = get(FUEL_DEFAULTS["fuel_renewable_energy_fraction"],fuel_type,0) # fraction of renewable-sourced fuel input to boiler emissions_factor_lb_CO2_per_mmbtu::Real = get(FUEL_DEFAULTS["emissions_factor_lb_CO2_per_mmbtu"],fuel_type,0) emissions_factor_lb_NOx_per_mmbtu::Real = get(FUEL_DEFAULTS["emissions_factor_lb_NOx_per_mmbtu"],fuel_type,0) emissions_factor_lb_SO2_per_mmbtu::Real = get(FUEL_DEFAULTS["emissions_factor_lb_SO2_per_mmbtu"],fuel_type,0) @@ -69,6 +71,7 @@ function Boiler(; can_serve_dhw::Bool = true, can_serve_space_heating::Bool = true, can_serve_process_heat::Bool = true, + fuel_renewable_energy_fraction::Real = get(FUEL_DEFAULTS["fuel_renewable_energy_fraction"],fuel_type,0), emissions_factor_lb_CO2_per_mmbtu::Real = get(FUEL_DEFAULTS["emissions_factor_lb_CO2_per_mmbtu"],fuel_type,0), emissions_factor_lb_NOx_per_mmbtu::Real = get(FUEL_DEFAULTS["emissions_factor_lb_NOx_per_mmbtu"],fuel_type,0), emissions_factor_lb_SO2_per_mmbtu::Real = get(FUEL_DEFAULTS["emissions_factor_lb_SO2_per_mmbtu"],fuel_type,0), @@ -102,6 +105,7 @@ function Boiler(; can_serve_dhw, can_serve_space_heating, can_serve_process_heat, + fuel_renewable_energy_fraction, emissions_factor_lb_CO2_per_mmbtu, emissions_factor_lb_NOx_per_mmbtu, emissions_factor_lb_SO2_per_mmbtu, diff --git a/src/core/chp.jl b/src/core/chp.jl index b4a9d08eb..e6e4bd4f6 100644 --- a/src/core/chp.jl +++ b/src/core/chp.jl @@ -54,10 +54,10 @@ conflict_res_min_allowable_fraction_of_max = 0.25 utility_ibi_max::Float64 = 1.0e10 utility_rebate_per_kw::Float64 = 0.0 utility_rebate_max::Float64 = 1.0e10 - production_incentive_per_kwh::Float64 = 0.0 - production_incentive_max_benefit::Float64 = 1.0e9 - production_incentive_years::Int = 0 - production_incentive_max_kw::Float64 = 1.0e9 + production_incentive_per_kwh::Float64 = 0.0 # revenue from production incentive per kWh electricity produced, including curtailment + production_incentive_max_benefit::Float64 = 1.0e9 # maximum allowable annual revenue from production incentives + production_incentive_years::Int = 0 # number of year in which production incentives are paid + production_incentive_max_kw::Float64 = 1.0e9 # maximum allowable system size to receive production incentives can_net_meter::Bool = false can_wholesale::Bool = false can_export_beyond_nem_limit::Bool = false diff --git a/src/core/cst_ssc.jl b/src/core/cst_ssc.jl index ab6ecad01..fb3ab3d7e 100644 --- a/src/core/cst_ssc.jl +++ b/src/core/cst_ssc.jl @@ -52,12 +52,13 @@ end function get_weatherdata(lat::Float64,lon::Float64,debug::Bool) ### Call NSRDB - api_jgifford = "IOEFhaZoaOxkB2l9XvkaFswXgTsJxRqob1hBbPdv" # attributes_tmy_updated = "ghi,dhi,dni,wind_speed,wind_direction,air_temperature,surface_pressure,dew_point" #for tmy + check_api_key() + check_api_email() attributes_tmy_updated = "ghi,dhi,dni,wind_speed,wind_direction,air_temperature,surface_pressure,dew_point" #for tmy - url = string("http://developer.nrel.gov/api/nsrdb/v2/solar/psm3-2-2-tmy-download.csv?api_key=",api_jgifford, + url = string("http://developer.nrel.gov/api/nsrdb/v2/solar/psm3-2-2-tmy-download.csv?api_key=",ENV["NREL_DEVELOPER_API_KEY"], "&wkt=POINT(",lon,"%20",lat,")&attributes=",attributes_tmy_updated, - "&names=tmy&utc=false&leap_day=true&interval=60&email=jeffrey.gifford@nrel.gov") + "&names=tmy&utc=false&leap_day=true&interval=60&email=",ENV["NREL_DEVELOPER_EMAIL"]) r = HTTP.request("GET", url) s = String(r.body) lead_df = DataFrame(CSV.File(IOBuffer(s), silencewarnings = true, delim=",", header=1, limit=1)) @@ -120,7 +121,6 @@ end # function run_ssc(model::String,lat::Float64,lon::Float64,inputs::Dict,outputs::Vector) function run_ssc(case_data::Dict) - println("updated version as of 12/2 4:46pm") model = case_data["CST"]["tech_type"] ### Maps STEP 1 model names to specific SSC modules model_ssc = Dict( @@ -142,24 +142,16 @@ function run_ssc(case_data::Dict) "mst" => ["T_htf_cold_des","T_htf_hot_des","q_pb_design","dni_des","csp.pt.sf.fixed_land_area","land_max","land_min","h_tower","rec_height","rec_htf","cold_tank_Thtr","hot_tank_Thtr"] ) # First set user defined inputs to default just in case - if !(model in ["swh_flatplate","swh_evactube"]) - defaults_file = joinpath(@__DIR__,"sam","defaults","defaults_" * model_ssc[model] * "_step1.json") ## TODO update this to step 1 default jsons once they're ready - elseif model in ["swh_flatplate"] - defaults_file = joinpath(@__DIR__,"sam","defaults","defaults_swh_flatplate_step1.json") - elseif model in ["swh_evactube"] - defaults_file = joinpath(@__DIR__,"sam","defaults","defaults_swh_evactube_step1.json") - else - error = error * "Model is not available at this time. \n" - end + defaults_file = joinpath(@__DIR__,"..","sam","defaults","defaults_" * model_ssc[model] * "_step1.json") ## TODO update this to step 1 default jsons once they're ready defaults = JSON.parsefile(defaults_file) if model in ["swh_flatplate","swh_evactube"] - scaled_draw_filename = joinpath(@__DIR__,"sam","defaults","scaled_draw_500000_kg_per_day.csv") + scaled_draw_filename = joinpath(@__DIR__,"..","sam","defaults","scaled_draw_500000_kg_per_day.csv") scaled_draw_df = CSV.read(scaled_draw_filename, DataFrame; header=false) scaled_draw_values = scaled_draw_df[:, 1] defaults["scaled_draw"] = scaled_draw_values end println("Defaults loaded.") - defaults["file_name"] = joinpath(@__DIR__,"sam","defaults","tucson_az_32.116521_-110.933042_psmv3_60_tmy.csv") #update default weather file path to local directory + defaults["file_name"] = joinpath(@__DIR__,"..","sam","defaults","tucson_az_32.116521_-110.933042_psmv3_60_tmy.csv") #update default weather file path to local directory if haskey(case_data["CST"], "SSC_Inputs") for i in user_defined_inputs_list[model] if (i == "tilt") || (i == "lat") @@ -237,7 +229,7 @@ function run_ssc(case_data::Dict) elseif Sys.iswindows() libfile = "ssc_new.dll" end - global hdl = joinpath(@__DIR__, "sam", libfile) + global hdl = joinpath(@__DIR__, "..", "sam", libfile) chmod(hdl, filemode(hdl) | 0o755) ### added just because I saw this in the wind module ssc_module = @ccall hdl.ssc_module_create(model_ssc[model]::Cstring)::Ptr{Cvoid} data = @ccall hdl.ssc_data_create()::Ptr{Cvoid} # data pointer @@ -245,19 +237,14 @@ function run_ssc(case_data::Dict) ### Set defaults set_ssc_data_from_dict(defaults,model,data) - println("set defaults") ### Get weather data print_weatherdata = false # True = write a weather data csv file that can be read in the SAM UI # false = skip writing weatherdata = get_weatherdata(lat,lon,print_weatherdata) user_defined_inputs["solar_resource_data"] = weatherdata - println("got weather data") ### Set inputs set_ssc_data_from_dict(user_defined_inputs,model,data) - println("set inputs") ### Execute simulation test = @ccall hdl.ssc_module_exec(ssc_module::Ptr{Cvoid}, data::Ptr{Cvoid})::Cint - println(test) - println("execution completed") ### Retrieve results ### SSC output names for the thermal production and electrical consumption profiles, thermal power rating and solar multiple outputs_dict = Dict( @@ -315,7 +302,6 @@ function run_ssc(case_data::Dict) else mult = defaults[outputs[5]] end - # println("tpow ", tpow, " mult ", mult) rated_power = tpow * mult tcf = thermal_conversion_factor[model] @@ -324,7 +310,6 @@ function run_ssc(case_data::Dict) # print(c_response) ## TODO: DO WE NEED THIS FUNCTION/IF STATEMENT ANYMORE?? if model == "ptc" - thermal_production_norm = normalize_response(thermal_production, case_data, user_defined_inputs) else thermal_production_norm = thermal_production .* tcf ./ rated_power @@ -335,8 +320,6 @@ function run_ssc(case_data::Dict) println("Maximum annual thermal energy collected by solar water heater: " * string(round(sum(thermal_production),digits=2)) * " kWht.") end electric_consumption_norm = zeros(8760) #elec_consumption .* ecf ./ rated_power - # R[k] = response_norm - # end ### Free SSC @ccall hdl.ssc_module_free(ssc_module::Ptr{Cvoid})::Cvoid @ccall hdl.ssc_data_free(data::Ptr{Cvoid})::Cvoid diff --git a/src/core/doe_commercial_reference_building_loads.jl b/src/core/doe_commercial_reference_building_loads.jl index e751320db..6b402fb8c 100644 --- a/src/core/doe_commercial_reference_building_loads.jl +++ b/src/core/doe_commercial_reference_building_loads.jl @@ -1,5 +1,5 @@ # REopt®, Copyright (c) Alliance for Sustainable Energy, LLC. See also https://github.com/NREL/REopt.jl/blob/master/LICENSE. -const default_buildings = [ +const DEFAULT_BUILDINGS = [ "FastFoodRest", "FullServiceRest", "Hospital", @@ -24,7 +24,7 @@ const default_buildings = [ "FlatLoad_8_5" ] -const default_process_types = [ +const DEFAULT_PROCESS_TYPES = [ "Chemical", "Warehouse", "FlatLoad", @@ -124,7 +124,8 @@ function built_in_load( year::Int, annual_energy::Real, monthly_energies::AbstractArray{<:Real,1}, - boiler_efficiency_input::Union{Real,Nothing}=nothing + boiler_efficiency_input::Union{Real,Nothing}=nothing, + normalized_profile::Union{Vector{Float64}, Vector{<:Real}}=Real[], ) @assert type in ["electric", "domestic_hot_water", "space_heating", "cooling", "process_heat"] @@ -132,10 +133,31 @@ function built_in_load( lib_path = joinpath(@__DIR__, "..", "..", "data", "load_profiles", type) profile_path = joinpath(lib_path, string("crb8760_norm_" * city * "_" * buildingtype * ".dat")) - if occursin("FlatLoad", buildingtype) - normalized_profile = custom_normalized_flatload(buildingtype, year) - else - normalized_profile = vec(readdlm(profile_path, '\n', Float64, '\n')) + input_normalized = false + shift_possible = false + if isempty(normalized_profile) + if occursin("FlatLoad", buildingtype) + normalized_profile = custom_normalized_flatload(buildingtype, year) + else + normalized_profile = vec(readdlm(profile_path, '\n', Float64, '\n')) + shift_possible = true + end + else + input_normalized = true + end + + # The normalized_profile for CRBs (not FlatLoads, which use the year input) is based on year 2017 which starts on a Sunday. + # If the year is not 2017 and we're using a CRB, we shift the 2017 CRB profile to match the weekday/weekend profile of the input year. + # We remove the CRB start day Sunday, and shift the CRB profile to the left until reaching the start day of the input year (e.g. Friday for 2021), and + # the shifted days (but not Sunday) get wrapped around to the end of the year, and the year's start day gets duplicated at the end of the year to match the year's ending day of the week. + # We then re-normalize the profile because we've removed the previously-normalized year's first day Sunday and duplicated the year's start day profile + if !(year == 2017) && shift_possible + crb_start_day = Dates.dayofweek(DateTime(2017,1,1)) + load_start_day = Dates.dayofweek(DateTime(year,1,1)) + cut_days = 7 - (crb_start_day - load_start_day) # Ex: = 7-(7-5) = 5 --> cut Sun, Mon, Tues, Wed, Thurs for 2021 load year + wrap_ts = normalized_profile[25:24+24*cut_days] # Ex: = crb_profile[25:144] wrap Mon-Fri to end for 2021 + normalized_profile = append!(normalized_profile[24*cut_days+1:end], wrap_ts) # Ex: now starts on Fri and end Fri to align with 2021 cal + normalized_profile = normalized_profile ./ sum(normalized_profile) end if length(monthly_energies) == 12 @@ -143,7 +165,7 @@ function built_in_load( t0 = 1 for month in 1:12 plus_hours = daysinmonth(Date(string(year) * "-" * string(month))) * 24 - if month == 2 && isleapyear(year) + if month == 12 && isleapyear(year) # for a leap year, the last day is assumed to be truncated plus_hours -= 24 end month_total = sum(normalized_profile[t0:t0+plus_hours-1]) @@ -194,10 +216,8 @@ end Given `blended_doe_reference_names` and `blended_doe_reference_percents` use the `constructor` function to load in DoE CRB profiles and create a single profile, where `constructor` is one of: - BuiltInElectricLoad - - BuiltInDomesticHotWaterLoad - - BuiltInSpaceHeatingLoad + - BuiltInHeatingLoad - BuiltInCoolingLoad - - BuiltInProcessHeatLoad """ function blend_and_scale_doe_profiles( @@ -211,17 +231,14 @@ function blend_and_scale_doe_profiles( annual_energy::Union{Real, Nothing} = nothing, monthly_energies::Array{<:Real,1} = Real[], addressable_load_fraction::Union{<:Real, AbstractVector{<:Real}} = 1.0, - boiler_efficiency_input::Union{Real,Nothing}=nothing + boiler_efficiency_input::Union{Real,Nothing}=nothing, + heating_load_type::String="" ) @assert sum(blended_doe_reference_percents) ≈ 1 "The sum of the blended_doe_reference_percents must equal 1" - if year != 2017 - @debug "Changing ElectricLoad.year to 2017 because DOE reference profiles start on a Sunday." - end - year = 2017 if isempty(city) - if constructor === BuiltInProcessHeatLoad + if heating_load_type === "process_heat" city = "Industrial" else city = find_ashrae_zone_city(latitude, longitude) @@ -229,9 +246,9 @@ function blend_and_scale_doe_profiles( end profiles = Array[] # collect the built in profiles - if constructor in [BuiltInSpaceHeatingLoad, BuiltInDomesticHotWaterLoad, BuiltInProcessHeatLoad] + if constructor == BuiltInHeatingLoad for name in blended_doe_reference_names - push!(profiles, constructor(city, name, latitude, longitude, year, addressable_load_fraction, annual_energy, monthly_energies, boiler_efficiency_input)) + push!(profiles, constructor(heating_load_type, city, name, latitude, longitude, year, addressable_load_fraction, annual_energy, monthly_energies, boiler_efficiency_input)) end else for name in blended_doe_reference_names @@ -317,7 +334,7 @@ function get_monthly_energy(power_profile::AbstractArray{<:Real,1}; monthly_energy_total = zeros(12) for month in 1:12 plus_hours = daysinmonth(Date(string(year) * "-" * string(month))) * 24 - if month == 2 && isleapyear(year) + if month == 12 && isleapyear(year) plus_hours -= 24 end if !isempty(power_profile) diff --git a/src/core/electric_load.jl b/src/core/electric_load.jl index 84fd080c7..7d007543d 100644 --- a/src/core/electric_load.jl +++ b/src/core/electric_load.jl @@ -3,11 +3,12 @@ `ElectricLoad` is a required REopt input with the following keys and default values: ```julia loads_kw::Array{<:Real,1} = Real[], + normalize_and_scale_load_profile_input::Bool = false, # Takes loads_kw and normalizes and scales it to annual_kwh or monthly_totals_kwh path_to_csv::String = "", # for csv containing loads_kw doe_reference_name::String = "", blended_doe_reference_names::Array{String, 1} = String[], blended_doe_reference_percents::Array{<:Real,1} = Real[], # Values should be between 0-1 and sum to 1.0 - year::Int = doe_reference_name ≠ "" || blended_doe_reference_names ≠ String[] ? 2017 : 2022, # used in ElectricTariff to align rate schedule with weekdays/weekends. DOE CRB profiles must use 2017. If providing load data, specify year of data. + year::Union{Int, Nothing} = doe_reference_name ≠ "" || blended_doe_reference_names ≠ String[] ? 2017 : nothing, # used in ElectricTariff to align rate schedule with weekdays/weekends. DOE CRB profiles defaults to using 2017. If providing load data, specify year of data. city::String = "", annual_kwh::Union{Real, Nothing} = nothing, monthly_totals_kwh::Array{<:Real,1} = Real[], @@ -86,11 +87,12 @@ mutable struct ElectricLoad # mutable to adjust (critical_)loads_kw based off o function ElectricLoad(; off_grid_flag::Bool = false, loads_kw::Array{<:Real,1} = Real[], + normalize_and_scale_load_profile_input::Bool = false, path_to_csv::String = "", doe_reference_name::String = "", blended_doe_reference_names::Array{String, 1} = String[], blended_doe_reference_percents::Array{<:Real,1} = Real[], - year::Int = doe_reference_name ≠ "" || blended_doe_reference_names ≠ String[] ? 2017 : 2022, # used in ElectricTariff to align rate schedule with weekdays/weekends. DOE CRB profiles must use 2017. If providing load data, specify year of data. + year::Union{Int, Nothing} = doe_reference_name ≠ "" || blended_doe_reference_names ≠ String[] ? 2017 : nothing, # used in ElectricTariff to align rate schedule with weekdays/weekends. DOE CRB profiles 2017 by default. If providing load data, specify year of data. city::String = "", annual_kwh::Union{Real, Nothing} = nothing, monthly_totals_kwh::Array{<:Real,1} = Real[], @@ -105,9 +107,15 @@ mutable struct ElectricLoad # mutable to adjust (critical_)loads_kw based off o min_load_met_annual_fraction::Real = off_grid_flag ? 0.99999 : 1.0 # if off grid, 99.999%, else must be 100%. Applied to each time_step as a % of electric load. ) - if off_grid_flag && !(critical_load_fraction == 1.0) - @warn "ElectricLoad critical_load_fraction must be 1.0 (100%) for off-grid scenarios. Any other value will be overriden when `off_grid_flag` is true. If you wish to alter the load profile or load met, adjust the loads_kw or min_load_met_annual_fraction." - critical_load_fraction = 1.0 + if off_grid_flag + if !isnothing(critical_loads_kw) + @warn "ElectricLoad critical_loads_kw will be ignored because `off_grid_flag` is true. If you wish to alter the load profile or load met, adjust the loads_kw or min_load_met_annual_fraction." + critical_loads_kw = nothing + end + if critical_load_fraction != 1.0 + @warn "ElectricLoad critical_load_fraction must be 1.0 (100%) for off-grid scenarios. Any other value will be overriden when `off_grid_flag` is true. If you wish to alter the load profile or load met, adjust the loads_kw or min_load_met_annual_fraction." + critical_load_fraction = 1.0 + end end if !(off_grid_flag) @@ -120,11 +128,26 @@ mutable struct ElectricLoad # mutable to adjust (critical_)loads_kw based off o end end - if length(loads_kw) > 0 + if isnothing(year) + throw(@error("Must provide the year when using loads_kw input.")) + end + + if length(loads_kw) > 0 && !normalize_and_scale_load_profile_input if !(length(loads_kw) / time_steps_per_hour ≈ 8760) throw(@error("Provided electric load does not match the time_steps_per_hour.")) end + + elseif length(loads_kw) > 0 && normalize_and_scale_load_profile_input + if !isempty(doe_reference_name) + @warn "loads_kw provided with normalize_and_scale_load_profile_input = true, so ignoring location and building type inputs, and only using the year and annual or monthly energy inputs with the load profile" + end + if isnothing(annual_kwh) && isempty(monthly_totals_kwh) + throw(@error("Provided loads_kw with normalize_and_scale_load_profile_input=true, but no annual_kwh or monthly_totals_kwh was provided")) + end + # Using dummy values for all unneeded location and building type arguments for normalizing and scaling load profile input + normalized_profile = loads_kw ./ sum(loads_kw) + loads_kw = BuiltInElectricLoad("Chicago", "LargeOffice", 41.8333, -88.0616, year, annual_kwh, monthly_totals_kwh, normalized_profile) elseif !isempty(path_to_csv) try @@ -138,11 +161,6 @@ mutable struct ElectricLoad # mutable to adjust (critical_)loads_kw based off o end elseif !isempty(doe_reference_name) - # NOTE: must use year that starts on Sunday with DOE reference doe_ref_profiles - if year != 2017 - @warn "Changing load profile year to 2017 because DOE reference profiles start on a Sunday." - end - year = 2017 loads_kw = BuiltInElectricLoad(city, doe_reference_name, latitude, longitude, year, annual_kwh, monthly_totals_kwh) elseif length(blended_doe_reference_names) > 1 && @@ -150,7 +168,6 @@ mutable struct ElectricLoad # mutable to adjust (critical_)loads_kw based off o loads_kw = blend_and_scale_doe_profiles(BuiltInElectricLoad, latitude, longitude, year, blended_doe_reference_names, blended_doe_reference_percents, city, annual_kwh, monthly_totals_kwh) - # TODO: Should also warn here about year 2017 else throw(@error("Cannot construct ElectricLoad. You must provide either [loads_kw], [doe_reference_name, city], [doe_reference_name, latitude, longitude], @@ -188,316 +205,13 @@ function BuiltInElectricLoad( year::Int, annual_kwh::Union{Real, Nothing}=nothing, monthly_totals_kwh::Vector{<:Real}=Real[], + normalized_profile::Union{Vector{Float64}, Vector{<:Real}}=Real[] ) - annual_loads = Dict( - "Albuquerque" => Dict( - "fastfoodrest" => 193235, - "fullservicerest" => 367661, - "hospital" => 8468546, - "largehotel" => 2407649, - "largeoffice" => 6303595, - "mediumoffice" => 884408, - "midriseapartment" => 269734, - "outpatient" => 1678720, - "primaryschool" => 1070908, - "retailstore" => 505417, - "secondaryschool" => 2588879, - "smallhotel" => 755373, - "smalloffice" => 87008, - "stripmall" => 497132, - "supermarket" => 1947654, - "warehouse" => 228939, - "flatload" => 500000 - ), - "Atlanta" => Dict( - "fastfoodrest" => 197467, - "fullservicerest" => 353750, - "hospital" => 9054747, - "largehotel" => 2649819, - "largeoffice" => 6995864, - "mediumoffice" => 929349, - "midriseapartment" => 285349, - "outpatient" => 1672434, - "primaryschool" => 1128702, - "retailstore" => 543340, - "secondaryschool" => 2849901, - "smallhotel" => 795777, - "smalloffice" => 90162, - "stripmall" => 529719, - "supermarket" => 2092966, - "warehouse" => 223009, - "flatload" => 500000 - ), - "Baltimore" => Dict( - "fastfoodrest" => 192831, - "fullservicerest" => 341893, - "hospital" => 8895223, - "largehotel" => 2534272, - "largeoffice" => 6836130, - "mediumoffice" => 945425, - "midriseapartment" => 273225, - "outpatient" => 1623103, - "primaryschool" => 1077312, - "retailstore" => 510257, - "secondaryschool" => 2698987, - "smallhotel" => 767538, - "smalloffice" => 86112, - "stripmall" => 504715, - "supermarket" => 2018760, - "warehouse" => 229712, - "flatload" => 500000 - ), - "Boulder" => Dict( - "fastfoodrest" => 189092, - "fullservicerest" => 334005, - "hospital" => 8281865, - "largehotel" => 2313151, - "largeoffice" => 6127030, - "mediumoffice" => 884726, - "midriseapartment" => 255428, - "outpatient" => 1621950, - "primaryschool" => 1018424, - "retailstore" => 504256, - "secondaryschool" => 2441588, - "smallhotel" => 736174, - "smalloffice" => 84900, - "stripmall" => 495018, - "supermarket" => 1956244, - "warehouse" => 243615, - "flatload" => 500000 - ), - "Chicago" => Dict( - "fastfoodrest" => 189558, - "fullservicerest" => 333659, - "hospital" => 8567087, - "largehotel" => 2402021, - "largeoffice" => 6369028, - "mediumoffice" => 972772, - "midriseapartment" => 265528, - "outpatient" => 1587062, - "primaryschool" => 1045477, - "retailstore" => 513106, - "secondaryschool" => 2568086, - "smallhotel" => 759657, - "smalloffice" => 86224, - "stripmall" => 506886, - "supermarket" => 2025507, - "warehouse" => 245750, - "flatload" => 500000 - ), - "Duluth" => Dict( - "fastfoodrest" => 183713, - "fullservicerest" => 318867, - "hospital" => 8134328, - "largehotel" => 2231678, - "largeoffice" => 6036003, - "mediumoffice" => 1032533, - "midriseapartment" => 256393, - "outpatient" => 1534322, - "primaryschool" => 982163, - "retailstore" => 532503, - "secondaryschool" => 2333466, - "smallhotel" => 752284, - "smalloffice" => 83759, - "stripmall" => 500979, - "supermarket" => 1980986, - "warehouse" => 256575, - "flatload" => 500000 - ), - "Fairbanks" => Dict( - "fastfoodrest" => 182495, - "fullservicerest" => 314760, - "hospital" => 7899166, - "largehotel" => 2181664, - "largeoffice" => 5956232, - "mediumoffice" => 1267132, - "midriseapartment" => 271840, - "outpatient" => 1620270, - "primaryschool" => 986128, - "retailstore" => 573411, - "secondaryschool" => 2344790, - "smallhotel" => 831480, - "smalloffice" => 86614, - "stripmall" => 545421, - "supermarket" => 2033295, - "warehouse" => 285064, - "flatload" => 500000 - ), - "Helena" => Dict( - "fastfoodrest" => 185877, - "fullservicerest" => 325263, - "hospital" => 8068698, - "largehotel" => 2246239, - "largeoffice" => 6003137, - "mediumoffice" => 930630, - "midriseapartment" => 252659, - "outpatient" => 1568262, - "primaryschool" => 994496, - "retailstore" => 534933, - "secondaryschool" => 2357548, - "smallhotel" => 729797, - "smalloffice" => 84219, - "stripmall" => 503504, - "supermarket" => 1969137, - "warehouse" => 252245, - "flatload" => 500000 - ), - "Houston" => Dict( - "fastfoodrest" => 210283, - "fullservicerest" => 383987, - "hospital" => 9634661, - "largehotel" => 3050370, - "largeoffice" => 7539308, - "mediumoffice" => 972535, - "midriseapartment" => 335063, - "outpatient" => 1756541, - "primaryschool" => 1258146, - "retailstore" => 589419, - "secondaryschool" => 3421024, - "smallhotel" => 863952, - "smalloffice" => 98508, - "stripmall" => 577987, - "supermarket" => 2225265, - "warehouse" => 221593, - "flatload" => 500000 - ), - "LosAngeles" => Dict( - "fastfoodrest" => 188857, - "fullservicerest" => 352240, - "hospital" => 8498389, - "largehotel" => 2458786, - "largeoffice" => 6642784, - "mediumoffice" => 846742, - "midriseapartment" => 248028, - "outpatient" => 1565008, - "primaryschool" => 1095263, - "retailstore" => 486188, - "secondaryschool" => 2584380, - "smallhotel" => 751880, - "smalloffice" => 86655, - "stripmall" => 491972, - "supermarket" => 1935886, - "warehouse" => 182085, - "flatload" => 500000 - ), - "LasVegas" => Dict( - "retailstore" => 552267, - "largehotel" => 2751152, - "mediumoffice" => 959668, - "stripmall" => 546209, - "primaryschool" => 1196111, - "warehouse" => 235888, - "smalloffice" => 95801, - "supermarket" => 2001224, - "midriseapartment" => 332312, - "fullservicerest" => 372350, - "outpatient" => 1782941, - "fastfoodrest" => 208062, - "smallhotel" => 818012, - "largeoffice" => 6750393, - "secondaryschool" => 3112938, - "hospital" => 9011047, - "flatload" => 1920398 - ), - "Miami" => Dict( - "fastfoodrest" => 224494, - "fullservicerest" => 448713, - "hospital" => 10062043, - "largehotel" => 3437188, - "largeoffice" => 8002063, - "mediumoffice" => 1021224, - "midriseapartment" => 424956, - "outpatient" => 1929148, - "primaryschool" => 1426635, - "retailstore" => 635086, - "secondaryschool" => 4074081, - "smallhotel" => 972090, - "smalloffice" => 108279, - "stripmall" => 675793, - "supermarket" => 2260929, - "warehouse" => 202082, - "flatload" => 500000 - ), - "Minneapolis" => Dict( - "fastfoodrest" => 188368, - "fullservicerest" => 330920, - "hospital" => 8425063, - "largehotel" => 2378872, - "largeoffice" => 6306693, - "mediumoffice" => 1005875, - "midriseapartment" => 267383, - "outpatient" => 1582701, - "primaryschool" => 1022667, - "retailstore" => 539203, - "secondaryschool" => 2498647, - "smallhotel" => 774571, - "smalloffice" => 85921, - "stripmall" => 511567, - "supermarket" => 2034650, - "warehouse" => 249332, - "flatload" => 500000 - ), - "Phoenix" => Dict( - "fastfoodrest" => 216088, - "fullservicerest" => 389739, - "hospital" => 9265786, - "largehotel" => 2990053, - "largeoffice" => 7211666, - "mediumoffice" => 1004988, - "midriseapartment" => 378378, - "outpatient" => 1849358, - "primaryschool" => 1289084, - "retailstore" => 593924, - "secondaryschool" => 3503727, - "smallhotel" => 881843, - "smalloffice" => 104583, - "stripmall" => 590954, - "supermarket" => 2056195, - "warehouse" => 241585, - "flatload" => 500000 - ), - "SanFrancisco" => Dict( - "fastfoodrest" => 183953, - "fullservicerest" => 317124, - "hospital" => 7752817, - "largehotel" => 2206880, - "largeoffice" => 6085403, - "mediumoffice" => 792199, - "midriseapartment" => 229671, - "outpatient" => 1394447, - "primaryschool" => 1009369, - "retailstore" => 449025, - "secondaryschool" => 2327074, - "smallhotel" => 698095, - "smalloffice" => 78132, - "stripmall" => 455802, - "supermarket" => 1841655, - "warehouse" => 185889, - "flatload" => 500000 - ), - "Seattle" => Dict( - "fastfoodrest" => 184142, - "fullservicerest" => 318741, - "hospital" => 7912504, - "largehotel" => 2212410, - "largeoffice" => 6019271, - "mediumoffice" => 878390, - "midriseapartment" => 237242, - "outpatient" => 1434195, - "primaryschool" => 983498, - "retailstore" => 455854, - "secondaryschool" => 2282972, - "smallhotel" => 693921, - "smalloffice" => 79716, - "stripmall" => 460449, - "supermarket" => 1868973, - "warehouse" => 210300, - "flatload" => 500000 - ), - ) - if !(buildingtype in default_buildings) - throw(@error("buildingtype $(buildingtype) not in $(default_buildings).")) + electric_annual_kwh = JSON.parsefile(joinpath(@__DIR__, "..", "..", "data", "load_profiles", "total_electric_annual_kwh.json")) + + if !(buildingtype in DEFAULT_BUILDINGS) + throw(@error("buildingtype $(buildingtype) not in $(DEFAULT_BUILDINGS).")) end if isempty(city) @@ -507,11 +221,11 @@ function BuiltInElectricLoad( if isnothing(annual_kwh) # Use FlatLoad annual_kwh from data for all types of FlatLoads because we don't have separate data for e.g. FlatLoad_16_7 if occursin("FlatLoad", buildingtype) - annual_kwh = annual_loads[city][lowercase("FlatLoad")] + annual_kwh = electric_annual_kwh[city][lowercase("FlatLoad")] else - annual_kwh = annual_loads[city][lowercase(buildingtype)] + annual_kwh = electric_annual_kwh[city][lowercase(buildingtype)] end end - built_in_load("electric", city, buildingtype, year, annual_kwh, monthly_totals_kwh) + built_in_load("electric", city, buildingtype, year, annual_kwh, monthly_totals_kwh, nothing, normalized_profile) end diff --git a/src/core/electric_tariff.jl b/src/core/electric_tariff.jl index b18049a26..221b97802 100644 --- a/src/core/electric_tariff.jl +++ b/src/core/electric_tariff.jl @@ -93,7 +93,7 @@ function ElectricTariff(; urdb_response::Dict=Dict(), urdb_utility_name::String="", urdb_rate_name::String="", - year::Int=2022, # Passed from ElectricLoad + year::Union{Int, Nothing}=nothing, # Passed from ElectricLoad time_steps_per_hour::Int=1, NEM::Bool=false, wholesale_rate::T1=nothing, @@ -395,7 +395,7 @@ Check length of e and upsample if length(e) != N """ function create_export_rate(e::AbstractArray{<:Real, 1}, N::Int, ts_per_hour::Int=1) Ne = length(e) - if Ne != Int(N/ts_per_hour) || Ne != N + if Ne != Int(N/ts_per_hour) && Ne != N throw(@error("Export rates do not have correct number of entries. Must be $(N) or $(Int(N/ts_per_hour)).")) end if Ne != N # upsample diff --git a/src/core/electric_utility.jl b/src/core/electric_utility.jl index aaa45e77f..155f90c7a 100644 --- a/src/core/electric_utility.jl +++ b/src/core/electric_utility.jl @@ -6,26 +6,28 @@ interconnection_limit_kw::Real = 1.0e9, # Limit on total electric system capacity size that can be interconnected to the grid allow_simultaneous_export_import::Bool = true, # if true the site has two meters (in effect). Set to false if the export rate is greater than the cost of energy (otherwise, REopt will export before meeting site load). - # Single Outage Modeling Inputs (Outage Modeling Option 1) + # Single Outage Modeling Inputs (Outage Modeling Option 1): outage_start_time_step::Int=0, # for modeling a single outage, with critical load spliced into the baseline load ... - outage_end_time_step::Int=0, # ... utiltity production_factor = 0 during the outage + outage_end_time_step::Int=0, # ... utility production_factor = 0 during the outage - # Multiple Outage Modeling Inputs (Outage Modeling Option 2): minimax the expected outage cost, - # with max taken over outage start time, expectation taken over outage duration + # Multiple Outage Modeling Inputs (Outage Modeling Option 2): + # minimax the expected outage cost, with max taken over outage start time, expectation taken over outage duration outage_start_time_steps::Array{Int,1}=Int[], # we minimize the maximum outage cost over outage start times - outage_durations::Array{Int,1}=Int[], # one-to-one with outage_probabilities, outage_durations can be a random variable + outage_durations::Array{Int,1}=Int[], # One-to-one with outage_probabilities. Outage_durations can be a random variable, and should be in timesteps aligning with time_steps_per_hour (e.g., duration of 4 equates to 1 hour if time_steps_per_hour is 4) outage_probabilities::Array{R,1} where R<:Real = [1.0], - ### Grid Climate Emissions Inputs ### - # Climate Option 1 (Default): Use levelized emissions data from NREL's Cambium database by specifying the following fields: + ### Cambium Emissions and Clean Energy Inputs ### cambium_scenario::String = "Mid-case", # Cambium Scenario for evolution of electricity sector (see Cambium documentation for descriptions). - ## Options: ["Mid-case", "Mid-case with tax credit expiration", "Low renewable energy cost", "Low renewable energy cost with tax credit expiration", "High renewable energy cost", "High electrification", "Low natrual gas prices", "High natrual gas prices", "Mid-case with 95% decarbonization by 2050", "Mid-case with 100% decarbonization by 2035"] - cambium_location_type::String = "GEA Regions", # Geographic boundary at which emissions are calculated. Options: ["Nations", "GEA Regions", "States"] - cambium_metric_col::String = "lrmer_co2e", # Emissions metric used. Default: "lrmer_co2e" - Long-run marginal emissions rate for CO2-equivalant, combined combustion and pre-combustion emissions rates. Options: See metric definitions and names in the Cambium documentation - cambium_start_year::Int = 2024, # First year of operation of system. Emissions will be levelized starting in this year for the duration of cambium_levelization_years. # Options: any year 2023 through 2050. - cambium_levelization_years::Int = analysis_years, # Expected lifetime or analysis period of the intervention being studied. Emissions will be averaged over this period. + ## Options: ["Mid-case", "Low renewable energy cost", "High renewable energy cost", "High demand growth", "Low natural gas prices", "High natural gas prices", "Mid-case with 95% decarbonization by 2050", "Mid-case with 100% decarbonization by 2035"] + cambium_location_type::String = "GEA Regions 2023", # Geographic boundary at which emissions and clean energy fraction are calculated. Options: ["Nations", "GEA Regions 2023"] + cambium_start_year::Int = 2025, # First year of operation of system. Emissions and clean energy fraction will be levelized starting in this year for the duration of cambium_levelization_years. # Options: any year 2025 through 2050. + cambium_levelization_years::Int = analysis_years, # Expected lifetime or analysis period of the intervention being studied. Emissions and clean energy fraction will be averaged over this period. cambium_grid_level::String = "enduse", # Options: ["enduse", "busbar"]. Busbar refers to point where bulk generating stations connect to grid; enduse refers to point of consumption (includes distribution loss rate). + ### Grid Climate Emissions Inputs ### + # Climate Option 1 (Default): Use levelized emissions data from NREL's Cambium database by specifying the following fields: + cambium_co2_metric::String = "lrmer_co2e", # Emissions metric used. Default: "lrmer_co2e" - Long-run marginal emissions rate for CO2-equivalant, combined combustion and pre-combustion emissions rates. Options: See metric definitions and names in the Cambium documentation + # Climate Option 2: Use CO2 emissions data from the EPA's AVERT based on the AVERT emissions region and specify annual percent decrease co2_from_avert::Bool = false, # Default is to use Cambium data for CO2 grid emissions. Set to `true` to instead use data from the EPA's AVERT database. @@ -48,6 +50,10 @@ emissions_factor_NOx_decrease_fraction::Real = EMISSIONS_DECREASE_DEFAULTS["NOx"], emissions_factor_SO2_decrease_fraction::Real = EMISSIONS_DECREASE_DEFAULTS["SO2"], emissions_factor_PM25_decrease_fraction::Real = EMISSIONS_DECREASE_DEFAULTS["PM25"] + + ### Grid Clean Energy Fraction Inputs ### + cambium_cef_metric::String = "cef_load", # Options = ["cef_load", "cef_gen"] # cef_load is the fraction of generation that is clean, for the generation that is allocated to a region’s end-use load; cef_gen is the fraction of generation that is clean within a region + renewable_energy_fraction_series::Union{Real,Array{<:Real,1}} = Float64[], # Fraction of energy supplied by the grid that is renewable. Can be scalar or timeseries (aligned with time_steps_per_hour) ``` !!! note "Outage modeling" @@ -79,33 +85,39 @@ This constructor is intended to be used with latitude/longitude arguments provided for the non-MPC case and without latitude/longitude arguments provided for the MPC case. -!!! note "Climate and Health Emissions Modeling" +!!! note "Climate and Health Emissions and Grid Clean Energy Modeling" Climate and health-related emissions from grid electricity come from two different data sources and have different REopt inputs as described below. **Climate Emissions** - - For sites in the contiguous United States: + - For sites in the contiguous United States (CONUS): - Default climate-related emissions factors come from NREL's Cambium database (Current version: 2022) - By default, REopt uses *levelized long-run marginal emission rates for CO2-equivalent (CO2e) emissions* for the region in which the site is located. - By default, the emissions rates are levelized over the analysis period (e.g., from 2024 through 2048 for a 25-year analysis) + By default, the emissions rates are levelized over the analysis period (e.g., from 2025 through 2049 for a 25-year analysis) - The inputs to the Cambium API request can be modified by the user based on emissions accounting needs (e.g., can change "lifetime" to 1 to analyze a single year's emissions) - Note for analysis periods extending beyond 2050: Values beyond 2050 are estimated with the 2050 values. Analysts are advised to use caution when selecting values that place significant weight on 2050 (e.g., greater than 50%) - Users can alternatively choose to use emissions factors from the EPA's AVERT by setting `co2_from_avert` to `true` - - For Alaska and HI: Grid CO2e emissions rates for AK and HI come from the eGRID database. These are single values repeated throughout the year. The default annual emissions_factor_CO2_decrease_fraction will be applied to this rate to account for future greening of the grid. - - For sites outside of the United States: We currently do not have default grid emissions rates for sites outside of the U.S. For these sites, users must supply custom emissions factor series (e.g., emissions_factor_series_lb_CO2_per_kwh) and projected emissions decreases (e.g., emissions_factor_CO2_decrease_fraction). + - For Alaska and HI: Grid CO2e emissions rates come from the eGRID database. These are single values repeated throughout the year. The default annual `emissions_factor_CO2_decrease_fraction` will be applied to this rate to account for future greening of the grid. + - For sites outside of the United States: REopt does not have default grid emissions rates for sites outside of the U.S. For these sites, users must supply custom emissions factor series (`emissions_factor_series_lb_CO2_per_kwh`) and projected emissions decreases (`emissions_factor_CO2_decrease_fraction`). **Health Emissions** - - For sites in the contiguous United States: health-related emissions factors (PM2.5, SO2, and NOx) come from the EPA's AVERT database. + - For sites in CONUS: health-related emissions factors (PM2.5, SO2, and NOx) come from the EPA's AVERT database. + - For Alaska and HI: Grid health emissions rates come from the eGRID database. These are single values repeated throughout the year. The default annual `emissions_factor_XXX_decrease_fraction` will be applied to this rate to account for future greening of the grid. - The default `avert_emissions_region` input is determined by the site's latitude and longitude. Alternatively, you may input the desired AVERT `avert_emissions_region`, which must be one of: - ["California", "Central", "Florida", "Mid-Atlantic", "Midwest", "Carolinas", "New England", - "Northwest", "New York", "Rocky Mountains", "Southeast", "Southwest", "Tennessee", "Texas", - "Alaska", "Hawaii (except Oahu)", "Hawaii (Oahu)"] + ["California", "Central", "Florida", "Mid-Atlantic", "Midwest", "Carolinas", "New England","Northwest", "New York", "Rocky Mountains", "Southeast", "Southwest", "Tennessee", "Texas", "Alaska", "Hawaii (except Oahu)", "Hawaii (Oahu)"] + - For sites outside of the United States: REopt does not have default grid emissions rates for sites outside of the U.S. For these sites, users must supply custom emissions factor series (e.g., `emissions_factor_series_lb_NOx_per_kwh`) and projected emissions decreases (e.g., `emissions_factor_NOx_decrease_fraction`). + + **Grid Clean Energy Fraction** + - For sites in CONUS: + - Default clean energy fraction data comes from NREL's Cambium database (Current version: 2022) + - By default, REopt uses *clean energy fraction* for the region in which the site is located. + - For sites outside of CONUS: REopt does not have default grid clean energy fraction data. Users must supply a custom `renewable_energy_fraction_series` """ struct ElectricUtility avert_emissions_region::String # AVERT emissions region distance_to_avert_emissions_region_meters::Real - cambium_emissions_region::String # Determined by location (lat long) and cambium_location_type + cambium_region::String # Determined by location (lat long) and cambium_location_type emissions_factor_series_lb_CO2_per_kwh::Array{<:Real,1} emissions_factor_series_lb_NOx_per_kwh::Array{<:Real,1} emissions_factor_series_lb_SO2_per_kwh::Array{<:Real,1} @@ -114,8 +126,9 @@ struct ElectricUtility emissions_factor_NOx_decrease_fraction::Real emissions_factor_SO2_decrease_fraction::Real emissions_factor_PM25_decrease_fraction::Real + renewable_energy_fraction_series::Array{<:Real,1} # fraction of grid electricity that is clean or renewable outage_start_time_step::Int # for modeling a single outage, with critical load spliced into the baseline load ... - outage_end_time_step::Int # ... utiltity production_factor = 0 during the outage + outage_end_time_step::Int # ... utility production_factor = 0 during the outage allow_simultaneous_export_import::Bool # if true the site has two meters (in effect) # next 5 variables below used for minimax the expected outage cost, # with max taken over outage start time, expectation taken over outage duration @@ -126,6 +139,7 @@ struct ElectricUtility scenarios::Union{Nothing, UnitRange} net_metering_limit_kw::Real interconnection_limit_kw::Real + transmission_limit_kw::Real function ElectricUtility(; @@ -146,9 +160,12 @@ struct ElectricUtility # Inputs for ElectricUtility net_metering_limit_kw::Real = 0, # Upper limit on the total capacity of technologies that can participate in net metering agreement. interconnection_limit_kw::Real = 1.0e9, - outage_start_time_step::Int=0, # for modeling a single outage, with critical load spliced into the baseline load ... - outage_end_time_step::Int=0, # ... utiltity production_factor = 0 during the outage + transmission_limit_kw::Real = 1.0e9, #Upper limit on purchases from or exports to the grid allow_simultaneous_export_import::Bool=true, # if true the site has two meters (in effect) + + outage_start_time_step::Int=0, # for modeling a single outage, with critical load spliced into the baseline load ... + outage_end_time_step::Int=0, # ... utility production_factor = 0 during the outage + # next 5 variables below used for minimax the expected outage cost, # with max taken over outage start time, expectation taken over outage duration outage_start_time_steps::Array{Int,1}=Int[], # we include in the minimization the maximum outage cost over outage start times @@ -156,45 +173,45 @@ struct ElectricUtility outage_probabilities::Array{<:Real,1} = isempty(outage_durations) ? Float64[] : [1/length(outage_durations) for p_i in 1:length(outage_durations)], outage_time_steps::Union{Nothing, UnitRange} = isempty(outage_durations) ? nothing : 1:maximum(outage_durations), scenarios::Union{Nothing, UnitRange} = isempty(outage_durations) ? nothing : 1:length(outage_durations), - - ### Grid Climate Emissions Inputs ### - # Climate Option 1 (Default): Use levelized emissions data from NREL's Cambium database by specifying the following fields: - cambium_scenario::String = "Mid-case", # Cambium Scenario for evolution of electricity sector (see Cambium documentation for descriptions). - ## Options: ["Mid-case", "Mid-case with tax credit expiration", "Low renewable energy cost", "Low renewable energy cost with tax credit expiration", "High renewable energy cost", "High electrification", "Low natrual gas prices", "High natrual gas prices", "Mid-case with 95% decarbonization by 2050", "Mid-case with 100% decarbonization by 2035"] - cambium_location_type::String = "GEA Regions", # Geographic boundary at which emissions are calculated. Options: ["Nations", "GEA Regions", "States"] - cambium_metric_col::String = "lrmer_co2e", # Emissions metric. Default: "lrmer_co2e" - Long-run marginal emissions rate for CO2-equivalant, combined combustion and pre-combustion emissions rates. Options: See metric definitions and names in the Cambium documentation - cambium_start_year::Int = 2024, # First year of operation of system. # Options: any year now through 2050. - cambium_levelization_years::Int = analysis_years, # Expected lifetime or analysis period of the intervention being studied. Emissions will be averaged over this period. - cambium_grid_level::String = "enduse", # Busbar refers to point where bulk generating station connects to grid; enduse refers to point of consumption (includes distribution loss rate) - - # Climate Option 2: Use CO2 emissions data from the EPA's AVERT based on the AVERT emissions region and specify annual percent decrease - co2_from_avert::Bool = false, # Default is to use Cambium data for CO2 grid emissions. Set to `true` to instead use data from the EPA's AVERT database. - # Climate Option 3: Provide your own custom emissions factors for CO2 and specify annual percent decrease - emissions_factor_series_lb_CO2_per_kwh::Union{Real,Array{<:Real,1}} = Float64[], # Custom CO2 emissions profile. Can be scalar or timeseries (aligned with time_steps_per_hour) + ### Cambium Emissions and Clean Energy Inputs ### + cambium_scenario::String = "Mid-case", # Cambium Scenario for evolution of electricity sector (see Cambium documentation for descriptions). + cambium_location_type::String = "GEA Regions 2023", # Geographic boundary at which emissions and clean energy fraction are calculated. + cambium_start_year::Int = 2025, # First year of operation of system. Emissions and clean energy fraction will be levelized starting in this year for the duration of cambium_levelization_years. + cambium_levelization_years::Int = analysis_years, # Expected lifetime or analysis period of the intervention being studied. Emissions and clean energy fraction will be averaged over this period. + cambium_grid_level::String = "enduse", # Options: ["enduse", "busbar"]. Busbar refers to point where bulk generating stations connect to grid; enduse refers to point of consumption (includes distribution loss rate). - # Used with Climate Options 2 or 3: Annual percent decrease in CO2 emissions factors + ### Grid Climate Emissions Inputs ### + cambium_co2_metric::String = "lrmer_co2e", # Emissions metric used. Default: "lrmer_co2e" - Long-run marginal emissions rate for CO2-equivalant, combined combustion and pre-combustion emissions rates. Options: See metric definitions and names in the Cambium documentation + co2_from_avert::Bool = false, # Default is to use Cambium data for CO2 grid emissions. Set to `true` to instead use data from the EPA's AVERT database. + emissions_factor_series_lb_CO2_per_kwh::Union{Real,Array{<:Real,1}} = Float64[], # Custom CO2 emissions profile. Can be scalar or timeseries (aligned with time_steps_per_hour). Ensure emissions year aligns with load year. emissions_factor_CO2_decrease_fraction::Union{Nothing, Real} = co2_from_avert || length(emissions_factor_series_lb_CO2_per_kwh) > 0 ? EMISSIONS_DECREASE_DEFAULTS["CO2e"] : nothing , # Annual percent decrease in the total annual CO2 emissions rate of the grid. A negative value indicates an annual increase. ### Grid Health Emissions Inputs ### - # Health Option 1 (Default): Use health emissions data from the EPA's AVERT based on the AVERT emissions region and specify annual percent decrease avert_emissions_region::String = "", # AVERT emissions region. Default is based on location, or can be overriden by providing region here. - - # Health Option 2: Provide your own custom emissions factors for health emissions and specify annual percent decrease: - emissions_factor_series_lb_NOx_per_kwh::Union{Real,Array{<:Real,1}} = Float64[], # Custom NOx emissions profile. Can be scalar or timeseries (aligned with time_steps_per_hour) - emissions_factor_series_lb_SO2_per_kwh::Union{Real,Array{<:Real,1}} = Float64[], # Custom SO2 emissions profile. Can be scalar or timeseries (aligned with time_steps_per_hour) - emissions_factor_series_lb_PM25_per_kwh::Union{Real,Array{<:Real,1}} = Float64[], # Custom PM2.5 emissions profile. Can be scalar or timeseries (aligned with time_steps_per_hour) - - # Used with Health Options 1 or 2: Annual percent decrease in health emissions factors: + emissions_factor_series_lb_NOx_per_kwh::Union{Real,Array{<:Real,1}} = Float64[], # Custom NOx emissions profile. Can be scalar or timeseries (aligned with time_steps_per_hour). Ensure emissions year aligns with load year. + emissions_factor_series_lb_SO2_per_kwh::Union{Real,Array{<:Real,1}} = Float64[], # Custom SO2 emissions profile. Can be scalar or timeseries (aligned with time_steps_per_hour). Ensure emissions year aligns with load year. + emissions_factor_series_lb_PM25_per_kwh::Union{Real,Array{<:Real,1}} = Float64[], # Custom PM2.5 emissions profile. Can be scalar or timeseries (aligned with time_steps_per_hour). Ensure emissions year aligns with load year. emissions_factor_NOx_decrease_fraction::Real = EMISSIONS_DECREASE_DEFAULTS["NOx"], emissions_factor_SO2_decrease_fraction::Real = EMISSIONS_DECREASE_DEFAULTS["SO2"], emissions_factor_PM25_decrease_fraction::Real = EMISSIONS_DECREASE_DEFAULTS["PM25"], + + ### Grid Clean Energy Fraction Inputs ### + cambium_cef_metric::String = "cef_load", # Options = ["cef_load", "cef_gen"] # cef_load is the fraction of generation that is clean, for the generation that is allocated to a region’s end-use load; cef_gen is the fraction of generation that is clean within a region + renewable_energy_fraction_series::Union{Real,Array{<:Real,1}} = Float64[], # Fraction of energy supplied by the grid that is renewable. Can be scalar or timeseries (aligned with time_steps_per_hour) ) is_MPC = isnothing(latitude) || isnothing(longitude) - cambium_emissions_region = "NA - Cambium data not used for climate emissions" # will be overwritten if Cambium is used + cambium_region = "NA - Cambium data not used" # will be overwritten if Cambium is used if !is_MPC + # Check some inputs + error_if_series_vals_not_0_to_1(renewable_energy_fraction_series, "ElectricUtility", "renewable_energy_fraction_series") + if cambium_start_year < 2025 || cambium_start_year > 2050 + cambium_start_year = 2025 # Must update annually + @warn("The cambium_start_year must be between 2025 and 2050. Setting cambium_start_year to $(cambium_start_year).") + end + # Get AVERT emissions region if avert_emissions_region == "" region_abbr, meters_to_region = avert_region_abbreviation(latitude, longitude) @@ -218,60 +235,61 @@ struct ElectricUtility emissions_factor_CO2_decrease_fraction = 0.0 # For Cambium data and if not user-provided end - # Get all grid emissions series - emissions_series_dict = Dict{String, Union{Nothing,Array{<:Real,1}}}() + # Get all grid emissions series and clean energy fraction series + emissions_and_cef_series_dict = Dict{String, Union{Nothing,Array{<:Real,1}}}() for (eseries, ekey) in [ (emissions_factor_series_lb_CO2_per_kwh, "CO2"), (emissions_factor_series_lb_NOx_per_kwh, "NOx"), (emissions_factor_series_lb_SO2_per_kwh, "SO2"), - (emissions_factor_series_lb_PM25_per_kwh, "PM25") + (emissions_factor_series_lb_PM25_per_kwh, "PM25"), + (renewable_energy_fraction_series, "renewable_energy_fraction_series") ] if off_grid_flag # no grid emissions for off-grid - emissions_series_dict[ekey] = zeros(Float64, 8760*time_steps_per_hour) + emissions_and_cef_series_dict[ekey] = zeros(Float64, 8760*time_steps_per_hour) elseif typeof(eseries) <: Real # user provided scalar value - emissions_series_dict[ekey] = repeat([eseries], 8760*time_steps_per_hour) + emissions_and_cef_series_dict[ekey] = repeat([eseries], 8760*time_steps_per_hour) elseif length(eseries) == 1 # user provided array of one value - emissions_series_dict[ekey] = repeat(eseries, 8760*time_steps_per_hour) + emissions_and_cef_series_dict[ekey] = repeat(eseries, 8760*time_steps_per_hour) elseif length(eseries) / time_steps_per_hour ≈ 8760 # user provided array with correct length - emissions_series_dict[ekey] = eseries + emissions_and_cef_series_dict[ekey] = eseries elseif length(eseries) > 1 && !(length(eseries) / time_steps_per_hour ≈ 8760) # user provided array with incorrect length if length(eseries) == 8760 - emissions_series_dict[ekey] = repeat(eseries,inner=time_steps_per_hour) - @warn("Emissions series for $(ekey) has been adjusted to align with time_steps_per_hour of $(time_steps_per_hour).") + emissions_and_cef_series_dict[ekey] = repeat(eseries,inner=time_steps_per_hour) + @warn("The ElectricUtility emissions or clean energy fraction series for $(ekey) has been adjusted to align with time_steps_per_hour of $(time_steps_per_hour).") else - throw(@error("The provided ElectricUtility emissions factor series for $(ekey) does not match the time_steps_per_hour.")) + throw(@error("The provided ElectricUtility emissions or clean enery fraction series for $(ekey) does not match the time_steps_per_hour.")) end - else # if not user-provided, get emissions factors from AVERT and/or Cambium - if ekey == "CO2" && co2_from_avert == false # Use Cambium for CO2 - if cambium_start_year < 2023 || cambium_start_year > 2050 - @warn("The cambium_start_year must be between 2023 and 2050. Setting to cambium_start_year to 2024.") - cambium_start_year = 2024 # Must update annually - end + else # if not user-provided, get emissions or cef factors from Cambium and/or AVERT + if ekey == "CO2" && co2_from_avert == false || ekey == "renewable_energy_fraction_series" # Use Cambium for CO2 or clean energy factors try - cambium_response_dict = cambium_emissions_profile( # Adjusted for day of week alignment with load and time_steps_per_hour + cambium_response_dict = cambium_profile( # Adjusted for day of week alignment with load and time_steps_per_hour scenario = cambium_scenario, location_type = cambium_location_type, latitude = latitude, longitude = longitude, start_year = cambium_start_year, lifetime = cambium_levelization_years, - metric_col = cambium_metric_col, + metric_col = ekey == "CO2" ? cambium_co2_metric : cambium_cef_metric, time_steps_per_hour = time_steps_per_hour, load_year = load_year, - emissions_year = 2017, # because Cambium data always starts on a Sunday + profile_year = 2017, # because Cambium data always starts on a Sunday grid_level = cambium_grid_level ) - emissions_series_dict[ekey] = cambium_response_dict["emissions_factor_series_lb_CO2_per_kwh"] - cambium_emissions_region = cambium_response_dict["location"] + emissions_and_cef_series_dict[ekey] = cambium_response_dict["data_series"] + cambium_region = cambium_response_dict["location"] + + # save clean_energy_series_dict["cef"] as csv + # clean_energy_df = DataFrame(cef = clean_energy_series_dict["cef"]) + # CSV.write("renewable_energy_fraction_series.csv", clean_energy_df) catch - @warn("Could not look up Cambium emissions profile from point ($(latitude), $(longitude)). - Location is likely outside contiguous US or something went wrong with the Cambium API request. Setting CO2 emissions to zero.") - emissions_series_dict[ekey] = zeros(Float64, 8760*time_steps_per_hour) + @warn("Could not look up Cambium $(ekey) profile for location ($(latitude), $(longitude)). + Location is likely outside contiguous US or something went wrong with the Cambium API request. Setting ElectricUtility $(ekey) factors to zero.") + emissions_and_cef_series_dict[ekey] = zeros(Float64, 8760*time_steps_per_hour) end else # otherwise use AVERT if !isnothing(region_abbr) - avert_data_year = 2022 # Must update when AVERT data are updated - emissions_series_dict[ekey] = avert_emissions_profiles( + avert_data_year = 2023 # Must update when AVERT data are updated + emissions_and_cef_series_dict[ekey] = avert_emissions_profiles( avert_region_abbr = region_abbr, latitude = latitude, longitude = longitude, @@ -280,13 +298,12 @@ struct ElectricUtility avert_data_year = avert_data_year )["emissions_factor_series_lb_"*ekey*"_per_kwh"] else - emissions_series_dict[ekey] = zeros(Float64, 8760*time_steps_per_hour) # Warnings will happen in avert_emissions_profiles + emissions_and_cef_series_dict[ekey] = zeros(Float64, 8760*time_steps_per_hour) # Warnings will happen in avert_emissions_profiles end end - # Handle missing emissions inputs (due to failed lookup and not provided by user) - if isnothing(emissions_series_dict[ekey]) - @warn "Cannot find hourly $(ekey) emissions for region $(region_abbr). Setting emissions to zero." + if isnothing(emissions_and_cef_series_dict[ekey]) + @warn "Cannot find hourly ElectricUtility $(ekey) series for region $(region_abbr). Setting this input to zero." if ekey == "CO2" && (!isnothing(CO2_emissions_reduction_min_fraction) || !isnothing(CO2_emissions_reduction_max_fraction) || @@ -297,7 +314,7 @@ struct ElectricUtility throw(@error("To include health costs in the objective function, you must either enter custom health grid emissions factors or a site location within the contiguous U.S.")) end - emissions_series_dict[ekey] = zeros(8760*time_steps_per_hour) + emissions_and_cef_series_dict[ekey] = zeros(8760*time_steps_per_hour) end end end @@ -332,15 +349,16 @@ struct ElectricUtility new( is_MPC ? "" : avert_emissions_region, is_MPC || isnothing(meters_to_region) ? typemax(Int64) : meters_to_region, - cambium_emissions_region, - is_MPC ? Float64[] : emissions_series_dict["CO2"], - is_MPC ? Float64[] : emissions_series_dict["NOx"], - is_MPC ? Float64[] : emissions_series_dict["SO2"], - is_MPC ? Float64[] : emissions_series_dict["PM25"], + cambium_region, + is_MPC ? Float64[] : emissions_and_cef_series_dict["CO2"], + is_MPC ? Float64[] : emissions_and_cef_series_dict["NOx"], + is_MPC ? Float64[] : emissions_and_cef_series_dict["SO2"], + is_MPC ? Float64[] : emissions_and_cef_series_dict["PM25"], emissions_factor_CO2_decrease_fraction, emissions_factor_NOx_decrease_fraction, emissions_factor_SO2_decrease_fraction, emissions_factor_PM25_decrease_fraction, + is_MPC ? Float64[] : emissions_and_cef_series_dict["renewable_energy_fraction_series"], outage_start_time_step, outage_end_time_step, allow_simultaneous_export_import, @@ -350,13 +368,12 @@ struct ElectricUtility outage_time_steps, scenarios, net_metering_limit_kw, - interconnection_limit_kw + interconnection_limit_kw, + transmission_limit_kw ) end end - - """ Determine the AVERT region abberviation for a given lat/lon pair. 1. Checks to see if given point is in an AVERT region @@ -479,7 +496,7 @@ function region_name_to_abbr(region_name) end """ - avert_emissions_profiles(; avert_region_abbr::String="", latitude::Real, longitude::Real, time_steps_per_hour::Int=1, load_year::Int=2017, avert_data_year::Int=2022) + avert_emissions_profiles(; avert_region_abbr::String="", latitude::Real, longitude::Real, time_steps_per_hour::Int=1, load_year::Int=2017, avert_data_year::Int=2023) This function gets CO2, NOx, SO2, and PM2.5 grid emission rate profiles (1-year time series) from the AVERT dataset. If avert_region_abbr is supplied, this will overwrite the default region that would otherwise be selected using the lat, long. @@ -489,7 +506,7 @@ This function is used for the /emissions_profile endpoint in the REopt API, in p for the webtool to display grid emissions defaults before running REopt, but is also generally an external way to access AVERT data without running REopt. """ -function avert_emissions_profiles(; avert_region_abbr::String="", latitude::Real, longitude::Real, time_steps_per_hour::Int=1, load_year::Int=2017, avert_data_year::Int=2022) +function avert_emissions_profiles(; avert_region_abbr::String="", latitude::Real, longitude::Real, time_steps_per_hour::Int=1, load_year::Int=2017, avert_data_year::Int=2023) if avert_region_abbr == "" # Region not supplied avert_region_abbr, avert_meters_to_region = avert_region_abbreviation(latitude, longitude) else @@ -517,7 +534,7 @@ function avert_emissions_profiles(; avert_region_abbr::String="", latitude::Real # Find col index for region. Row 1 does not contain AVERT data so skip that. emissions_profile_unadjusted = round.(avert_df[2:end,findfirst(x -> x == avert_region_abbr, avert_df[1,:])], digits=6) # Adjust for day of week alignment with load - ef_profile_adjusted = align_emission_with_load_year(load_year=load_year, emissions_year=avert_data_year, emissions_profile=emissions_profile_unadjusted) + ef_profile_adjusted = align_profile_with_load_year(load_year=load_year, profile_year=avert_data_year, profile_data=emissions_profile_unadjusted) # Adjust for non-hourly timesteps if time_steps_per_hour > 1 ef_profile_adjusted = repeat(ef_profile_adjusted,inner=time_steps_per_hour) @@ -528,47 +545,50 @@ function avert_emissions_profiles(; avert_region_abbr::String="", latitude::Real end """ - cambium_emissions_profiles(; scenario::String, + cambium_profile(; scenario::String, location_type::String, latitude::Real, longitude::Real, start_year::Int, lifetime::Int, metric_col::String, + grid_level::String, time_steps_per_hour::Int=1, load_year::Int=2017, - emissions_year::Int=2017, - grid_level::String) + profile_year::Int=2017, + ) -This function gets levelized grid CO2 or CO2e emission rate profiles (1-year time series) from the Cambium dataset. +This function constructs an API request to the Cambium database to retrieve either emissions data or clean energy fraction data depending on the `metric_col` provided. +The data will be averaged on an hourly basis over the "lifetime" provided. The returned profiles are adjusted for day of week alignment with the provided "load_year" (Cambium profiles always start on a Sunday.) -This function is also used for the /cambium_emissions_profile endpoint in the REopt API, in particular for the webtool to display grid emissions defaults before running REopt. +This function is also used for the /cambium_profile endpoint in the REopt API, in particular for the webtool to display grid emissions data. + """ -function cambium_emissions_profile(; scenario::String, - location_type::String, - latitude::Real, - longitude::Real, - start_year::Int, - lifetime::Int, - metric_col::String, - grid_level::String, - time_steps_per_hour::Int=1, - load_year::Int=2017, - emissions_year::Int=2017 - ) +function cambium_profile(; scenario::String, + location_type::String, + latitude::Real, + longitude::Real, + start_year::Int, + lifetime::Int, + metric_col::String, + grid_level::String, + time_steps_per_hour::Int=1, + load_year::Int=2017, + profile_year::Int=2017 + ) url = "https://scenarioviewer.nrel.gov/api/get-levelized/" # Production - project_uuid = "82460f06-548c-4954-b2d9-b84ba92d63e2" # Cambium 2022 + project_uuid = "0f92fe57-3365-428a-8fe8-0afc326b3b43" # Cambium 2023 + payload=Dict( "project_uuid" => project_uuid, "scenario" => scenario, - "location_type" => location_type, # Nations, States, GEA Regions (Default: GEA Regions) - # "location" => "Colorado", # e.g., Contiguous United States, Colorado, Kansas, p33, p34 + "location_type" => location_type, "latitude" => string(round(latitude, digits=3)), "longitude" => string(round(longitude, digits=3)), - "start_year" => string(start_year), # biennial from 2022-2050 (data year covers nominal year and years proceeding; e.g., 2040 values cover time range starting in 2036) + "start_year" => string(start_year), # data year covers nominal year and 4 years proceeding; e.g., 2040 values cover time range starting in 2036 "lifetime" => string(lifetime), # Integer 1 or greater (Default 25 yrs) "discount_rate" => "0.0", # Zero = simple average (a pwf with discount rate gets applied to projected CO2 costs, but not quantity.) "time_type" => "hourly", # hourly or annual @@ -583,45 +603,44 @@ function cambium_emissions_profile(; scenario::String, r = HTTP.get(url; query=payload) response = JSON.parse(String(r.body)) # contains response["status"] output = response["message"] - co2_emissions = output["values"] ./ 1000 # [lb / MWh] --> [lb / kWh] - - # Align day of week of emissions and load profiles (Cambium data starts on Sundays so assuming emissions_year=2017) - co2_emissions = align_emission_with_load_year(load_year=load_year,emissions_year=emissions_year,emissions_profile=co2_emissions) + # Convert from [lb/MWh] to [lb/kWh] if the metric is emissions-related + data_series = occursin("co2", metric_col) ? output["values"] ./ 1000 : convert(Array{Float64,1}, output["values"]) + # Align day of week of emissions or clean energy and load profiles (Cambium data starts on Sundays so assuming profile_year=2017) + data_series = align_profile_with_load_year(load_year=load_year, profile_year=profile_year, profile_data=data_series) if time_steps_per_hour > 1 - co2_emissions = repeat(co2_emissions, inner=time_steps_per_hour) + data_series = repeat(data_series, inner=time_steps_per_hour) end - + response_dict = Dict{String, Any}( - "description" => "Hourly CO2 (or CO2e) grid emissions factors for applicable Cambium location and location_type, adjusted to align with load year $(load_year).", - "units" => "Pounds emissions per kWh", + "description" => "Hourly CO2 (or CO2e) grid emissions factors or clean energy fraction for applicable Cambium location and location_type, adjusted to align with load year $(load_year).", + "units" => occursin("co2", metric_col) ? "Pounds emissions per kWh" : "Fraction of clean energy", "location" => output["location"], "metric_col" => output["metric_col"], - "emissions_factor_series_lb_CO2_per_kwh" => co2_emissions + "data_series" => data_series ) return response_dict catch return Dict{String, Any}( - "error"=> - "Could not look up Cambium emissions profile from point ($(latitude), $(longitude)). - Location is likely outside contiguous US or something went wrong with the Cambium API request." - ) + "error" => "Could not look up Cambium $(metric_col) profile from point ($(latitude), $(longitude)). + Location is likely outside contiguous US or something went wrong with the Cambium API request." + ) end end -function align_emission_with_load_year(; load_year::Int, emissions_year::Int, emissions_profile::Array{<:Real,1}) +function align_profile_with_load_year(; load_year::Int, profile_year::Int, profile_data::Array{<:Real,1}) - ef_start_day = dayofweek(Date(emissions_year,1,1)) # Monday = 1; Sunday = 7 + ef_start_day = dayofweek(Date(profile_year,1,1)) # Monday = 1; Sunday = 7 load_start_day = dayofweek(Date(load_year,1,1)) if ef_start_day == load_start_day - emissions_profile_adj = emissions_profile + profile_data_adj = profile_data else # Example: Emissions year = 2017; ef_start_day = 7 (Sunday). Load year = 2021; load_start_day = 5 (Fri) cut_days = 7+(load_start_day-ef_start_day) # Ex: = 7+(5-7) = 5 --> cut Sun, Mon, Tues, Wed, Thurs - wrap_ts = emissions_profile[25:24+24*cut_days] # Ex: = emissions_profile[25:144] wrap Mon-Fri to end - emissions_profile_adj = append!(emissions_profile[24*cut_days+1:end],wrap_ts) # Ex: now starts on Fri and end Fri to align with 2021 cal + wrap_ts = profile_data[25:24+24*cut_days] # Ex: = profile_data[25:144] wrap Mon-Fri to end + profile_data_adj = append!(profile_data[24*cut_days+1:end],wrap_ts) # Ex: now starts on Fri and end Fri to align with 2021 cal end - return emissions_profile_adj + return profile_data_adj end \ No newline at end of file diff --git a/src/core/energy_storage/electric_storage.jl b/src/core/energy_storage/electric_storage.jl index 626e2993a..0a93969a8 100644 --- a/src/core/energy_storage/electric_storage.jl +++ b/src/core/energy_storage/electric_storage.jl @@ -5,20 +5,20 @@ Inputs used when `ElectricStorage.model_degradation` is `true`: ```julia Base.@kwdef mutable struct Degradation - calendar_fade_coefficient::Real = 2.46E-03 - cycle_fade_coefficient::Real = 7.82E-05 - time_exponent::Real = 0.5 - installed_cost_per_kwh_declination_rate::Float64 = 0.05 + calendar_fade_coefficient::Real = 2.55E-03 + cycle_fade_coefficient::Real = 9.83E-05 + time_exponent::Real = 0.42 + installed_cost_per_kwh_declination_rate::Real = 0.05 maintenance_strategy::String = "augmentation" # one of ["augmentation", "replacement"] maintenance_cost_per_kwh::Vector{<:Real} = Real[] end ``` None of the above values are required. If `ElectricStorage.model_degradation` is `true` then the -defaults above are used. -If the `maintenance_cost_per_kwh` is not provided then it is determined using the `ElectricStorage.installed_cost_per_kwh` -and the `installed_cost_per_kwh_declination_rate` along with a present worth factor ``f`` to account for the present cost -of buying a battery in the future. The present worth factor for each day is: +defaults above are used. If the `maintenance_cost_per_kwh` is not provided then it is determined +using the `ElectricStorage.installed_cost_per_kwh` and the `installed_cost_per_kwh_declination_rate` +along with a present worth factor ``f`` to account for the present cost of buying a battery in the +future. The present worth factor for each day is: `` f(day) = \\frac{ (1-r_g)^\\frac{day}{365} } { (1+r_d)^\\frac{day}{365} } @@ -28,18 +28,17 @@ where ``r_g`` = `installed_cost_per_kwh_declination_rate` and ``r_d`` = `p.s.fin Note this day-specific calculation of the present-worth factor accumulates differently from the annually updated discount rate for other net-present value calculations in REopt, and has a higher effective discount rate as a result. The present -worth factor is used in two different ways, depending on the `maintenance_strategy`, which is described below. +worth factor is used in the same manner irrespective of the `maintenance_strategy`. !!! warn When modeling degradation the following ElectricStorage inputs are not used: - - `replace_cost_per_kw` - `replace_cost_per_kwh` - - `inverter_replacement_year` - `battery_replacement_year` The are replaced by the `maintenance_cost_per_kwh` vector. + Inverter replacement costs and inverter replacement year should still be used to model scheduled replacement of inverter. !!! note - When providing the `maintenance_cost_per_kwh` it must have a length equal to `Financial.analysis_years*365`. + When providing the `maintenance_cost_per_kwh` it must have a length equal to `Financial.analysis_years*365`-1. # Battery State Of Health @@ -61,16 +60,22 @@ where: The `SOH` is used to determine the maintence cost of the storage system, which depends on the `maintenance_strategy`. +!!! note + Battery degradation parameters are from based on laboratory aging data, and are expected to be reasonable only within + the range of conditions tested. Battery lifetime can vary widely from these estimates based on battery use and system design. + Battery cost estimates are based on domain expertise and published guidelines and are not to be taken as an indicator of real + system costs. + # Augmentation Maintenance Strategy The augmentation maintenance strategy assumes that the battery energy capacity is maintained by replacing degraded cells daily in terms of cost. Using the definition of the `SOH` above the maintenance cost is: `` -C_{\\text{aug}} = \\sum_{d \\in \\{2\\dots D\\}} 0.8 C_{\\text{install}} f(day) \\left( SOH[d-1] - SOH[d] \\right) +C_{\\text{aug}} = \\sum_{d \\in \\{2\\dots D\\}} C_{\\text{install}} f(day) \\left( SOH[d-1] - SOH[d] \\right) `` where -- the ``0.8`` factor accounts for sunk costs that do not need to be paid; +- ``f(day)`` is the present worth factor of battery degradation costs as described above; - ``C_{\\text{install}}`` is the `ElectricStorage.installed_cost_per_kwh`; and - ``SOH[d-1] - SOH[d]`` is the incremental amount of battery capacity lost in a day. @@ -79,13 +84,13 @@ The ``C_{\\text{aug}}`` is added to the objective function to be minimized with # Replacement Maintenance Strategy Modeling the replacement maintenance strategy is more complex than the augmentation strategy. -Effectively the replacement strategy says that the battery has to be replaced once the `SOH` hits 80% -of the optimal, purchased capacity. It is possible that multiple replacements could be required under +Effectively the replacement strategy says that the battery has to be replaced once the `SOH` drops below 80% +of the optimal, purchased capacity. It is possible that multiple replacements (at same replacement frequency) could be required under this strategy. !!! warn - The "replacement" maintenance strategy requires integer variables and indicator constraints. - Not all solvers support indicator constraints and some solvers are slow with integer variables. + The "replacement" maintenance strategy requires integer decision variables. + Some solvers are slow with integer decision variables. The replacement strategy cost is: @@ -95,11 +100,28 @@ C_{\\text{repl}} = B_{\\text{kWh}} N_{\\text{repl}} f(d_{80}) C_{\\text{install} where: - ``B_{\\text{kWh}}`` is the optimal battery capacity (`ElectricStorage.size_kwh` in the results dictionary); -- ``N_{\\text{repl}}`` is the number of battery replacments required (a function of the month in which the `SOH` reaches 80% of original capacity); -- ``f(d_{80})`` is the present worth factor at approximately the 15th day of the month that the `SOH` reaches 80% of original capacity. - +- ``N_{\\text{repl}}`` is the number of battery replacments required (a function of the month in which the `SOH` falls below 80% of original capacity); +- ``f(d_{80})`` is the present worth factor at approximately the 15th day of the month in which the `SOH` falls below 80% of original capacity; +- ``C_{\\text{install}}`` is the `ElectricStorage.installed_cost_per_kwh`. The ``C_{\\text{repl}}`` is added to the objective function to be minimized with all other costs. +## Battery residual value +Since the battery can be replaced one-to-many times under this strategy, battery residual value captures the \$ value of remaining battery life at end of analysis period. +For example if replacement happens in month 145, then assuming 25 year analysis period there will be 2 replacements (months 145 and 290). +The last battery which was placed in service during month 290 only serves for 10 months (i.e. 6.89% of its expected life assuming 145 month replacement frequecy). +In this case, the battery has 93.1% of residual life remaining as useful life left after analysis period ends. +A residual value cost vector is created to hold this value for all months. Residual value is calculated as: + +`` +C_{\\text{residual}} = R f(d_{\\text{last}}) C_{\\text{install}} +`` +where: +- ``R`` is the `residual_factor` which determines portion of battery life remaining at the end of the analysis period; +- ``f(d_{\\text{last}})`` is the present worth factor at approximately the 15th day of the last month in the analysis period; +- ``C_{\\text{install}}`` is the `ElectricStorage.installed_cost_per_kwh`. + +The ``C_{\\text{residual}}`` is added to the objective function to be minimized with all other costs. + # Example of inputs The following shows how one would use the degradation model in REopt via the [Scenario](@ref) inputs: ```javascript @@ -123,9 +145,9 @@ The following shows how one would use the degradation model in REopt via the [Sc Note that not all of the above inputs are necessary. When not providing `calendar_fade_coefficient` for example the default value will be used. """ Base.@kwdef mutable struct Degradation - calendar_fade_coefficient::Real = 2.46E-03 - cycle_fade_coefficient::Real = 7.82E-05 - time_exponent::Real = 0.5 + calendar_fade_coefficient::Real = 2.55E-03 + cycle_fade_coefficient::Real = 9.83E-05 + time_exponent::Real = 0.42 installed_cost_per_kwh_declination_rate::Real = 0.05 maintenance_strategy::String = "augmentation" # one of ["augmentation", "replacement"] maintenance_cost_per_kwh::Vector{<:Real} = Real[] @@ -165,6 +187,9 @@ end model_degradation::Bool = false degradation::Dict = Dict() minimum_avg_soc_fraction::Float64 = 0.0 + optimize_soc_init_fraction::Bool = false # If true, soc_init_fraction will not apply. Model will optimize initial SOC and constrain initial SOC = final SOC. + min_duration_hours::Real = 0.0 # Minimum amount of time storage can discharge at its rated power capacity + max_duration_hours::Real = 100000.0 # Maximum amount of time storage can discharge at its rated power capacity (ratio of ElectricStorage size_kwh to size_kw) ``` """ Base.@kwdef struct ElectricStorageDefaults @@ -198,6 +223,9 @@ Base.@kwdef struct ElectricStorageDefaults model_degradation::Bool = false degradation::Dict = Dict() minimum_avg_soc_fraction::Float64 = 0.0 + optimize_soc_init_fraction::Bool = false + min_duration_hours::Real = 0.0 + max_duration_hours::Real = 100000.0 end @@ -239,6 +267,9 @@ struct ElectricStorage <: AbstractElectricStorage model_degradation::Bool degradation::Degradation minimum_avg_soc_fraction::Float64 + optimize_soc_init_fraction::Bool + min_duration_hours::Real + max_duration_hours::Real function ElectricStorage(d::Dict, f::Financial) s = ElectricStorageDefaults(;d...) @@ -251,9 +282,24 @@ struct ElectricStorage <: AbstractElectricStorage @warn "Battery replacement costs (per_kwh) will not be considered because battery_replacement_year is greater than or equal to analysis_years." end + # copy the replace_costs in case we need to change them + replace_cost_per_kw = s.replace_cost_per_kw + replace_cost_per_kwh = s.replace_cost_per_kwh + if s.model_degradation + if haskey(d, :replace_cost_per_kwh) && d[:replace_cost_per_kwh] != 0.0 + @warn "Setting ElectricStorage replacement costs to zero. \nUsing degradation.maintenance_cost_per_kwh instead." + end + replace_cost_per_kwh = 0.0 # Always modeled using maintenance_cost_vector in degradation model. + # replace_cost_per_kw is unchanged here. + end + + if s.min_duration_hours > s.max_duration_hours + throw(@error("ElectricStorage min_duration_hours must be less than max_duration_hours.")) + end + net_present_cost_per_kw = effective_cost(; itc_basis = s.installed_cost_per_kw, - replacement_cost = s.inverter_replacement_year >= f.analysis_years ? 0.0 : s.replace_cost_per_kw, + replacement_cost = s.inverter_replacement_year >= f.analysis_years ? 0.0 : replace_cost_per_kw, replacement_year = s.inverter_replacement_year, discount_rate = f.owner_discount_rate_fraction, tax_rate = f.owner_tax_rate_fraction, @@ -265,7 +311,7 @@ struct ElectricStorage <: AbstractElectricStorage ) net_present_cost_per_kwh = effective_cost(; itc_basis = s.installed_cost_per_kwh, - replacement_cost = s.battery_replacement_year >= f.analysis_years ? 0.0 : s.replace_cost_per_kwh, + replacement_cost = s.battery_replacement_year >= f.analysis_years ? 0.0 : replace_cost_per_kwh, replacement_year = s.battery_replacement_year, discount_rate = f.owner_discount_rate_fraction, tax_rate = f.owner_tax_rate_fraction, @@ -282,18 +328,6 @@ struct ElectricStorage <: AbstractElectricStorage else degr = Degradation() end - - # copy the replace_costs in case we need to change them - replace_cost_per_kw = s.replace_cost_per_kw - replace_cost_per_kwh = s.replace_cost_per_kwh - if s.model_degradation - if haskey(d, :replace_cost_per_kw) && d[:replace_cost_per_kw] != 0.0 || - haskey(d, :replace_cost_per_kwh) && d[:replace_cost_per_kwh] != 0.0 - @warn "Setting ElectricStorage replacement costs to zero. Using degradation.maintenance_cost_per_kwh instead." - end - replace_cost_per_kw = 0.0 - replace_cost_per_kwh = 0.0 - end return new( s.min_kw, @@ -326,7 +360,10 @@ struct ElectricStorage <: AbstractElectricStorage net_present_cost_per_kwh, s.model_degradation, degr, - s.minimum_avg_soc_fraction + s.minimum_avg_soc_fraction, + s.optimize_soc_init_fraction, + s.min_duration_hours, + s.max_duration_hours ) end end diff --git a/src/core/energy_storage/thermal_storage.jl b/src/core/energy_storage/thermal_storage.jl index 4583669d4..1da8ad311 100644 --- a/src/core/energy_storage/thermal_storage.jl +++ b/src/core/energy_storage/thermal_storage.jl @@ -141,6 +141,8 @@ Base.@kwdef struct HotSensibleTesDefaults <: AbstractThermalStorageDefaults can_serve_process_heat::Bool = true supply_turbine_only::Bool = false one_direction_flow::Bool = false + num_charge_hours::Float64 = 4.0 + num_discharge_hours::Float64 = 10.0 end @@ -352,14 +354,16 @@ struct HotSensibleTes <: AbstractThermalStorage can_serve_process_heat::Bool supply_turbine_only::Bool one_direction_flow::Bool + num_charge_hours::Float64 + num_discharge_hours::Float64 function HotSensibleTes(s::AbstractThermalStorageDefaults, f::Financial, time_steps_per_hour::Int) # kwh_per_gal = get_kwh_per_gal(s.hot_temp_degF, s.cool_temp_degF, s.fluid) # min_kwh = s.min_gal * kwh_per_gal # max_kwh = s.max_gal * kwh_per_gal - min_kw = s.min_kwh * time_steps_per_hour - max_kw = s.max_kwh * time_steps_per_hour + min_kw = s.min_kwh / max(s.num_charge_hours, s.num_discharge_hours) + max_kw = s.max_kwh / min(s.num_charge_hours, s.num_discharge_hours) # om_cost_per_kwh = s.om_cost_per_gal / kwh_per_gal charge_efficiency = s.internal_efficiency_fraction^0.5 @@ -403,7 +407,9 @@ struct HotSensibleTes <: AbstractThermalStorage s.can_serve_space_heating, s.can_serve_process_heat, s.supply_turbine_only, - s.one_direction_flow + s.one_direction_flow, + s.num_charge_hours, + s.num_discharge_hours ) end end diff --git a/src/core/financial.jl b/src/core/financial.jl index 234fdc662..105ebe7e2 100644 --- a/src/core/financial.jl +++ b/src/core/financial.jl @@ -56,7 +56,7 @@ struct Financial owner_tax_rate_fraction::Float64 owner_discount_rate_fraction::Float64 analysis_years::Int - value_of_lost_load_per_kwh::Union{Array{Float64,1}, Float64} + value_of_lost_load_per_kwh::Union{Array{<:Real,1}, Real} microgrid_upgrade_cost_fraction::Float64 macrs_five_year::Array{Float64,1} macrs_seven_year::Array{Float64,1} diff --git a/src/core/generator.jl b/src/core/generator.jl index 691e39bcb..a2b16230a 100644 --- a/src/core/generator.jl +++ b/src/core/generator.jl @@ -33,17 +33,17 @@ utility_ibi_max::Real = 1.0e10, utility_rebate_per_kw::Real = 0.0, utility_rebate_max::Real = 1.0e10, - production_incentive_per_kwh::Real = 0.0, - production_incentive_max_benefit::Real = 1.0e9, - production_incentive_years::Int = 0, - production_incentive_max_kw::Real = 1.0e9, + production_incentive_per_kwh::Float64 = 0.0 # revenue from production incentive per kWh electricity produced, including curtailment + production_incentive_max_benefit::Float64 = 1.0e9 # maximum allowable annual revenue from production incentives + production_incentive_years::Int = 0 # number of year in which production incentives are paid + production_incentive_max_kw::Float64 = 1.0e9 # maximum allowable system size to receive production incentives fuel_renewable_energy_fraction::Real = 0.0, emissions_factor_lb_CO2_per_gal::Real = 22.58, # CO2e emissions_factor_lb_NOx_per_gal::Real = 0.0775544, emissions_factor_lb_SO2_per_gal::Real = 0.040020476, emissions_factor_lb_PM25_per_gal::Real = 0.0, - replacement_year::Int = off_grid_flag ? 10 : analysis_years, - replace_cost_per_kw::Real = off_grid_flag ? installed_cost_per_kw : 0.0 + replacement_year::Int = off_grid_flag ? 10 : analysis_years, # Project year in which generator capacity will be replaced at a cost of replace_cost_per_kw. + replace_cost_per_kw::Real = off_grid_flag ? installed_cost_per_kw : 0.0 # Per kW replacement cost for generator capacity. Replacement costs are considered tax deductible. ``` !!! note "Replacement costs" @@ -137,8 +137,8 @@ struct Generator <: AbstractGenerator emissions_factor_lb_NOx_per_gal::Real = 0.0775544, emissions_factor_lb_SO2_per_gal::Real = 0.040020476, emissions_factor_lb_PM25_per_gal::Real = 0.0, - replacement_year::Int = off_grid_flag ? 10 : analysis_years, - replace_cost_per_kw::Real = off_grid_flag ? installed_cost_per_kw : 0.0 + replacement_year::Int = off_grid_flag ? 10 : analysis_years, # Project year in which generator capacity will be replaced at a cost of replace_cost_per_kw. + replace_cost_per_kw::Real = off_grid_flag ? installed_cost_per_kw : 0.0 # Per kW replacement cost for generator capacity. Replacement costs are considered tax deductible. ) if (replacement_year >= analysis_years) && !(replace_cost_per_kw == 0.0) diff --git a/src/core/ghp.jl b/src/core/ghp.jl index 60563a61c..d7f8f58a3 100644 --- a/src/core/ghp.jl +++ b/src/core/ghp.jl @@ -58,9 +58,6 @@ struct with outer constructor: om_cost_year_one::Float64 = NaN ``` """ - - - Base.@kwdef mutable struct GHP <: AbstractGHP require_ghp_purchase::Union{Bool, Int64} = false # 0 = false, 1 = true installed_cost_heatpump_per_ton::Float64 = 1075.0 @@ -164,10 +161,9 @@ function GHP(response::Dict, d::Dict) # Convert boolean input into an integer for the model if typeof(ghp.require_ghp_purchase) == Bool && ghp.require_ghp_purchase ghp.require_ghp_purchase = 1 - else + elseif typeof(ghp.require_ghp_purchase) == Bool && ghp.require_ghp_purchase == false ghp.require_ghp_purchase = 0 end - return ghp end @@ -227,8 +223,15 @@ function setup_installed_cost_curve!(ghp::GHP, response::Dict) # and then use the value above for heat pump capacity to calculate the final absolute cost for GHP if ghp.heat_pump_configuration == "WSHP" - ghp.installed_cost_per_kw = [0, (ghp.ghx_only_capital_cost + hydronic_loop_cost + aux_cooler_cost + aux_heater_cost) / - ghp.heatpump_capacity_ton + ghp.installed_cost_heatpump_per_ton] + if !(ghp.heatpump_capacity_ton == 0) + ghp.installed_cost_per_kw = [0, (ghp.ghx_only_capital_cost + hydronic_loop_cost + aux_cooler_cost + aux_heater_cost) / + ghp.heatpump_capacity_ton + ghp.installed_cost_heatpump_per_ton] + else # For just costing ground heat exchanger for URBANopt + # Approximate investment-based incentive (ibi) stacking, ignores max incentive for state and utility + base_cost = ghp.ghx_only_capital_cost + hydronic_loop_cost + aux_cooler_cost + aux_heater_cost + ibi_net_fraction = (1 - ghp.federal_itc_fraction) * (1 - ghp.state_ibi_fraction) * (1 - ghp.utility_ibi_fraction) + ghp.installed_cost_per_kw = [base_cost * ibi_net_fraction, 0.0] + end elseif ghp.heat_pump_configuration == "WWHP" # Divide by two to avoid double counting non-heatpump costs ghp.wwhp_heating_pump_installed_cost_curve = [0, (ghp.ghx_only_capital_cost + aux_cooler_cost + aux_heater_cost) / 2 / diff --git a/src/core/heating_cooling_loads.jl b/src/core/heating_cooling_loads.jl index 02168ab64..0bcd9770e 100644 --- a/src/core/heating_cooling_loads.jl +++ b/src/core/heating_cooling_loads.jl @@ -1,246 +1,264 @@ # REopt®, Copyright (c) Alliance for Sustainable Energy, LLC. See also https://github.com/NREL/REopt.jl/blob/master/LICENSE. """ -`DomesticHotWaterLoad` is an optional REopt input with the following keys and default values: +# `HeatingLoad` is a base function for the types of heating load inputs with the following keys and default values: ```julia - doe_reference_name::String = "", - blended_doe_reference_names::Array{String, 1} = String[], - blended_doe_reference_percents::Array{<:Real,1} = Real[], - addressable_load_fraction::Any = 1.0, # Fraction of input fuel load which is addressable by heating technologies. Can be a scalar or vector with length aligned with use of monthly_mmbtu or fuel_loads_mmbtu_per_hour. + load_type::String = "", # Valid options are space_heating for SpaceHeatingLoad, domestic_hot_water for DomesticHotWaterLoad, and process_heat for ProcessHeatLoad + doe_reference_name::String = "", # For SpaceHeatingLoad and DomesticHotWaterLoad + blended_doe_reference_names::Array{String, 1} = String[], # For SpaceHeatingLoad and DomesticHotWaterLoad + blended_doe_reference_percents::Array{<:Real,1} = Real[], # For SpaceHeatingLoad and DomesticHotWaterLoad + industrial_reference_name::String = "", # For ProcessHeatLoad + blended_industrial_reference_names::Array{String, 1} = String[], # For ProcessHeatLoad + blended_industrial_reference_percents::Array{<:Real,1} = Real[], # For ProcessHeatLoad + city::String = "", + year::Union{Int, Nothing} = doe_reference_name ≠ "" || blended_doe_reference_names ≠ String[] || industrial_reference_name ≠ "" || blended_industrial_reference_names ≠ String[] ? 2017 : nothing, # CRB profiles are 2017 by default. If providing load profile, specify year of data. annual_mmbtu::Union{Real, Nothing} = nothing, monthly_mmbtu::Array{<:Real,1} = Real[], - fuel_loads_mmbtu_per_hour::Array{<:Real,1} = Real[], # Vector of hot water fuel loads [mmbtu/hour]. Length must equal 8760 * `Settings.time_steps_per_hour` + addressable_load_fraction::Any = 1.0, # Fraction of input fuel load which is addressable by heating technologies. Can be a scalar or vector with length aligned with use of monthly_mmbtu or fuel_loads_mmbtu_per_hour. + fuel_loads_mmbtu_per_hour::Array{<:Real,1} = Real[], # Vector of space heating fuel loads [mmbtu/hr]. Length must equal 8760 * `Settings.time_steps_per_hour` + normalize_and_scale_load_profile_input::Bool = false, # Takes fuel_loads_mmbtu_per_hour and normalizes and scales it to annual_mmbtu or monthly_mmbtu existing_boiler_efficiency::Real = NaN ``` -There are many ways in which a DomesticHotWaterLoad can be defined: -1. When using either `doe_reference_name` or `blended_doe_reference_names` in an `ElectricLoad` one only needs to provide the input key "DomesticHotWaterLoad" in the `Scenario` (JSON or Dict). In this case the values from DoE reference names from the `ElectricLoad` will be used to define the `DomesticHotWaterLoad`. -2. One can provide the `doe_reference_name` or `blended_doe_reference_names` directly in the `DomesticHotWaterLoad` key within the `Scenario`. These values can be combined with the `annual_mmbtu` or `monthly_mmbtu` inputs to scale the DoE reference profile(s). -3. One can provide the `fuel_loads_mmbtu_per_hour` value in the `DomesticHotWaterLoad` key within the `Scenario`. +There are different ways to define a heating load: +1. A time-series via the `fuel_loads_mmbtu_per_hour`, +2. Scaling a DOE Commercial Reference Building (CRB) or industrial reference profile or a blend of profiles to either the `annual_mmbtu` or `monthly_mmbtu` values; +3. Using the same `doe_reference_name` or `blended_doe_reference_names` from the `ElectricLoad`. +4. A time-series via the `fuel_loads_mmbtu_per_hour` along with `annual_mmbtu` or `monthly_mmbtu` with `normalize_and_scale_load_profile_input`=true -!!! note "Hot water loads" - Hot water, space heating, and process heat thermal "load" inputs are in terms of energy input required (boiler fuel), - not the actual energy demand. The fuel energy is multiplied by the existing_boiler_efficiency to get the actual energy - demand. +When using an `ElectricLoad` defined from a `doe_reference_name` or `blended_doe_reference_names` +one only needs to provide an empty Dict in the scenario JSON to add a `SpaceHeatingLoad` to a +`Scenario`, i.e.: +```json +... +"ElectricLoad": {"doe_reference_name": "MidriseApartment"}, +"SpaceHeatingLoad" : {}, +... +``` +In this case the values provided for `doe_reference_name`, or `blended_doe_reference_names` and +`blended_doe_reference_percents` are copied from the `ElectricLoad` to the the particular `HeatingLoad` type. +!!! note for all heating loads + Hot water, space heating, and process heat "load" inputs are in terms of energy input required (boiler fuel), + not the actual end use thermal energy demand. The fuel energy is multiplied by the existing_boiler_efficiency to get the actual energy + demand. """ -struct DomesticHotWaterLoad - loads_kw::Array{Real, 1} - annual_mmbtu::Real - - function DomesticHotWaterLoad(; - doe_reference_name::String = "", - city::String = "", - blended_doe_reference_names::Array{String, 1} = String[], - blended_doe_reference_percents::Array{<:Real,1} = Real[], - annual_mmbtu::Union{Real, Nothing} = nothing, - monthly_mmbtu::Array{<:Real,1} = Real[], - addressable_load_fraction::Any = 1.0, - fuel_loads_mmbtu_per_hour::Array{<:Real,1} = Real[], - time_steps_per_hour::Int = 1, # corresponding to `fuel_loads_mmbtu_per_hour` - latitude::Real = 0.0, - longitude::Real = 0.0, - existing_boiler_efficiency::Real = NaN +function HeatingLoad(; + load_type::String = "", + doe_reference_name::String = "", + blended_doe_reference_names::Array{String, 1} = String[], + blended_doe_reference_percents::Array{<:Real,1} = Real[], + industrial_reference_name::String = "", + blended_industrial_reference_names::Array{String, 1} = String[], + blended_industrial_reference_percents::Array{<:Real,1} = Real[], + city::String = "", + year::Union{Int, Nothing} = doe_reference_name ≠ "" || blended_doe_reference_names ≠ String[] || industrial_reference_name ≠ "" || blended_industrial_reference_names ≠ String[] ? 2017 : nothing, # CRB profiles are 2017 by default. If providing load profile, specify year of data. + annual_mmbtu::Union{Real, Nothing} = nothing, + monthly_mmbtu::Array{<:Real,1} = Real[], + addressable_load_fraction::Any = 1.0, + fuel_loads_mmbtu_per_hour::Array{<:Real,1} = Real[], + normalize_and_scale_load_profile_input::Bool = false, + time_steps_per_hour::Int = 1, # corresponding to `fuel_loads_mmbtu_per_hour` + latitude::Real = 0.0, + longitude::Real = 0.0, + existing_boiler_efficiency::Real = NaN ) - if length(addressable_load_fraction) > 1 - if !isempty(fuel_loads_mmbtu_per_hour) && length(addressable_load_fraction) != length(fuel_loads_mmbtu_per_hour) - throw(@error("`addressable_load_fraction` must be a scalar or an array of length `fuel_loads_mmbtu_per_hour`")) - end - if !isempty(monthly_mmbtu) && length(addressable_load_fraction) != 12 - throw(@error("`addressable_load_fraction` must be a scalar or an array of length 12 if `monthly_mmbtu` is input")) - end - addressable_load_fraction = convert(Vector{Real}, addressable_load_fraction) - elseif typeof(addressable_load_fraction) <: Vector{} - addressable_load_fraction = convert(Real, addressable_load_fraction[1]) - else - addressable_load_fraction = convert(Real, addressable_load_fraction) - end - - if length(fuel_loads_mmbtu_per_hour) > 0 + # Determine which type of heating load to build + if load_type == "space_heating" + load = :SpaceHeatingLoad + struct_type = SpaceHeatingLoad + elseif load_type == "domestic_hot_water" + load = :DomesticHotWaterLoad + struct_type = DomesticHotWaterLoad + elseif load_type == "process_heat" + load = :ProcessHeatLoad + struct_type = ProcessHeatLoad + city = "Industrial" + doe_reference_name = industrial_reference_name + blended_doe_reference_names = blended_industrial_reference_names + blended_doe_reference_percents = blended_industrial_reference_percents + else + throw(@error("load_type must be 'space_heating', 'domestic_hot_water', or 'process_heat'")) + end - if !(length(fuel_loads_mmbtu_per_hour) / time_steps_per_hour ≈ 8760) - throw(@error("Provided DomesticHotWaterLoad `fuel_loads_mmbtu_per_hour` does not match the time_steps_per_hour.")) - end + if isnothing(year) + throw(@error("Must provide the year when using fuel_loads_mmbtu_per_hour input.")) + end - loads_kw = fuel_loads_mmbtu_per_hour .* (KWH_PER_MMBTU * existing_boiler_efficiency) .* addressable_load_fraction + if length(addressable_load_fraction) > 1 + if !isempty(fuel_loads_mmbtu_per_hour) && length(addressable_load_fraction) != length(fuel_loads_mmbtu_per_hour) + throw(@error("`addressable_load_fraction` must be a scalar or an array of length `fuel_loads_mmbtu_per_hour`")) + end + if !isempty(monthly_mmbtu) && length(addressable_load_fraction) != 12 + throw(@error("`addressable_load_fraction` must be a scalar or an array of length 12 if `monthly_mmbtu` is input")) + end + addressable_load_fraction = convert(Vector{Real}, addressable_load_fraction) + elseif typeof(addressable_load_fraction) <: Vector{} + addressable_load_fraction = convert(Real, addressable_load_fraction[1]) + else + addressable_load_fraction = convert(Real, addressable_load_fraction) + end - if !isempty(doe_reference_name) || length(blended_doe_reference_names) > 0 - @warn "DomesticHotWaterLoad `fuel_loads_mmbtu_per_hour` was provided, so doe_reference_name and/or blended_doe_reference_names will be ignored." - end + if length(fuel_loads_mmbtu_per_hour) > 0 && !normalize_and_scale_load_profile_input - elseif !isempty(doe_reference_name) - loads_kw = BuiltInDomesticHotWaterLoad(city, doe_reference_name, latitude, longitude, 2017, addressable_load_fraction, annual_mmbtu, monthly_mmbtu, existing_boiler_efficiency) - if length(blended_doe_reference_names) > 0 - @warn "DomesticHotWaterLoad doe_reference_name was provided, so blended_doe_reference_names will be ignored." - end - elseif length(blended_doe_reference_names) > 0 && - length(blended_doe_reference_names) == length(blended_doe_reference_percents) - loads_kw = blend_and_scale_doe_profiles(BuiltInDomesticHotWaterLoad, latitude, longitude, 2017, - blended_doe_reference_names, blended_doe_reference_percents, city, - annual_mmbtu, monthly_mmbtu, addressable_load_fraction, - existing_boiler_efficiency) - else - throw(@error("Cannot construct DomesticHotWaterLoad. You must provide either [fuel_loads_mmbtu_per_hour], - [doe_reference_name, city], or [blended_doe_reference_names, blended_doe_reference_percents, city].")) + if !(length(fuel_loads_mmbtu_per_hour) / time_steps_per_hour ≈ 8760) + throw(@error("Provided $load load does not match the time_steps_per_hour.")) end - if length(loads_kw) < 8760*time_steps_per_hour - loads_kw = repeat(loads_kw, inner=Int(time_steps_per_hour / (length(loads_kw)/8760))) - @warn "Repeating domestic hot water loads in each hour to match the time_steps_per_hour." + loads_kw = fuel_loads_mmbtu_per_hour .* (KWH_PER_MMBTU * existing_boiler_efficiency) .* addressable_load_fraction + unaddressable_annual_fuel_mmbtu = sum(fuel_loads_mmbtu_per_hour .* (1 .- addressable_load_fraction)) / time_steps_per_hour + + if !isempty(doe_reference_name) || length(blended_doe_reference_names) > 0 + @warn "$load fuel_loads_mmbtu_per_hour was provided, so doe_reference_name and/or blended_doe_reference_names will be ignored." end - new( - loads_kw, - (sum(loads_kw)/time_steps_per_hour)/KWH_PER_MMBTU - ) + elseif length(fuel_loads_mmbtu_per_hour) > 0 && normalize_and_scale_load_profile_input + if !isempty(doe_reference_name) + @warn "fuel_loads_mmbtu_per_hour provided with normalize_and_scale_load_profile_input = true, so ignoring location and building type inputs, and only using the year and annual or monthly energy inputs with the load profile" + end + if isnothing(annual_mmbtu) && isempty(monthly_mmbtu) + throw(@error("Provided fuel_loads_mmbtu_per_hour with normalize_and_scale_load_profile_input=true, but no annual_mmbtu or monthly_mmbtu was provided")) + end + # Using dummy values for all unneeded location and building type arguments for normalizing and scaling load profile input + normalized_profile = fuel_loads_mmbtu_per_hour ./ sum(fuel_loads_mmbtu_per_hour) + loads_kw = BuiltInHeatingLoad(load_type, "Chicago", "FlatLoad", 41.8333, -88.0616, year, addressable_load_fraction, annual_mmbtu, monthly_mmbtu, existing_boiler_efficiency, normalized_profile) + unaddressable_annual_fuel_mmbtu = get_unaddressable_fuel(addressable_load_fraction, annual_mmbtu, monthly_mmbtu, loads_kw, existing_boiler_efficiency) + elseif !isempty(doe_reference_name) + loads_kw = BuiltInHeatingLoad(load_type, city, doe_reference_name, latitude, longitude, year, addressable_load_fraction, annual_mmbtu, monthly_mmbtu, existing_boiler_efficiency) + if length(blended_doe_reference_names) > 0 + @warn "SpaceHeatingLoad doe_reference_name was provided, so blended_doe_reference_names will be ignored." + end + unaddressable_annual_fuel_mmbtu = get_unaddressable_fuel(addressable_load_fraction, annual_mmbtu, monthly_mmbtu, loads_kw, existing_boiler_efficiency) + elseif length(blended_doe_reference_names) > 0 && + length(blended_doe_reference_names) == length(blended_doe_reference_percents) + loads_kw = blend_and_scale_doe_profiles(BuiltInHeatingLoad, latitude, longitude, year, + blended_doe_reference_names, blended_doe_reference_percents, city, + annual_mmbtu, monthly_mmbtu, addressable_load_fraction, + existing_boiler_efficiency, load_type) + unaddressable_annual_fuel_mmbtu = get_unaddressable_fuel(addressable_load_fraction, annual_mmbtu, monthly_mmbtu, loads_kw, existing_boiler_efficiency) + else + throw(@error("Cannot construct $load. You must provide either [fuel_loads_mmbtu_per_hour], + [doe_reference_name, latitude, longitude], or [blended_doe_reference_names, blended_doe_reference_percents, latitude, longitude].")) end -end + if length(loads_kw) < 8760*time_steps_per_hour + loads_kw = repeat(loads_kw, inner=Int(time_steps_per_hour / (length(loads_kw)/8760))) + @warn "Repeating $load in each hour to match the time_steps_per_hour." + end -""" -`SpaceHeatingLoad` is an optional REopt input with the following keys and default values: -```julia - doe_reference_name::String = "", - blended_doe_reference_names::Array{String, 1} = String[], - blended_doe_reference_percents::Array{<:Real,1} = Real[], - addressable_load_fraction::Any = 1.0, # Fraction of input fuel load which is addressable by heating technologies. Can be a scalar or vector with length aligned with use of monthly_mmbtu or fuel_loads_mmbtu_per_hour. - annual_mmbtu::Union{Real, Nothing} = nothing, - monthly_mmbtu::Array{<:Real,1} = Real[], - fuel_loads_mmbtu_per_hour::Array{<:Real,1} = Real[], # Vector of space heating fuel loads [mmbtu/hr]. Length must equal 8760 * `Settings.time_steps_per_hour` - existing_boiler_efficiency::Real = NaN -``` - -There are many ways to define a `SpaceHeatingLoad`: -1. a time-series via the `fuel_loads_mmbtu_per_hour`, -2. scaling a DoE Commercial Reference Building (CRB) profile or a blend of CRB profiles to either the `annual_mmbtu` or `monthly_mmbtu` values; -3. or using the `doe_reference_name` or `blended_doe_reference_names` from the `ElectricLoad`. + struct_type( + loads_kw, + (sum(loads_kw)/time_steps_per_hour)/KWH_PER_MMBTU, + unaddressable_annual_fuel_mmbtu + ) +end -When using an `ElectricLoad` defined from a `doe_reference_name` or `blended_doe_reference_names` -one only needs to provide an empty Dict in the scenario JSON to add a `SpaceHeatingLoad` to a -`Scenario`, i.e.: -```json -... -"ElectricLoad": {"doe_reference_name": "MidriseApartment"}, -"SpaceHeatingLoad" : {}, -... -``` -In this case the values provided for `doe_reference_name`, or `blended_doe_reference_names` and -`blended_doe_reference_percents` are copied from the `ElectricLoad` to the `SpaceHeatingLoad`. +struct DomesticHotWaterLoad + loads_kw::Array{Real, 1} + annual_mmbtu::Real + unaddressable_annual_fuel_mmbtu::Real +end -!!! note "Space heating loads" - Hot water, space heating, and process heat thermal "load" inputs are in terms of energy input required (boiler fuel), - not the actual energy demand. The fuel energy is multiplied by the existing_boiler_efficiency to get the actual energy - emand. -""" struct SpaceHeatingLoad loads_kw::Array{Real, 1} annual_mmbtu::Real + unaddressable_annual_fuel_mmbtu::Real +end - function SpaceHeatingLoad(; - doe_reference_name::String = "", - city::String = "", - blended_doe_reference_names::Array{String, 1} = String[], - blended_doe_reference_percents::Array{<:Real,1} = Real[], - annual_mmbtu::Union{Real, Nothing} = nothing, - monthly_mmbtu::Array{<:Real,1} = Real[], - addressable_load_fraction::Any = 1.0, - fuel_loads_mmbtu_per_hour::Array{<:Real,1} = Real[], - time_steps_per_hour::Int = 1, # corresponding to `fuel_loads_mmbtu_per_hour` - latitude::Real = 0.0, - longitude::Real = 0.0, - existing_boiler_efficiency::Real = NaN - ) - - if length(addressable_load_fraction) > 1 - if !isempty(fuel_loads_mmbtu_per_hour) && length(addressable_load_fraction) != length(fuel_loads_mmbtu_per_hour) - throw(@error("`addressable_load_fraction` must be a scalar or an array of length `fuel_loads_mmbtu_per_hour`")) - end - if !isempty(monthly_mmbtu) && length(addressable_load_fraction) != 12 - throw(@error("`addressable_load_fraction` must be a scalar or an array of length 12 if `monthly_mmbtu` is input")) - end - addressable_load_fraction = convert(Vector{Real}, addressable_load_fraction) - elseif typeof(addressable_load_fraction) <: Vector{} - addressable_load_fraction = convert(Real, addressable_load_fraction[1]) - else - addressable_load_fraction = convert(Real, addressable_load_fraction) - end - - if length(fuel_loads_mmbtu_per_hour) > 0 +struct ProcessHeatLoad + loads_kw::Array{Real, 1} + annual_mmbtu::Real + unaddressable_annual_fuel_mmbtu::Real +end - if !(length(fuel_loads_mmbtu_per_hour) / time_steps_per_hour ≈ 8760) - throw(@error("Provided space heating load does not match the time_steps_per_hour.")) - end +function BuiltInHeatingLoad( + load_type::String, + city::String, + buildingtype::String, + latitude::Real, + longitude::Real, + year::Int, + addressable_load_fraction::Union{<:Real, AbstractVector{<:Real}}, + annual_mmbtu::Union{Real, Nothing}=nothing, + monthly_mmbtu::Vector{<:Real}=Real[], + existing_boiler_efficiency::Union{Real, Nothing}=nothing, + normalized_profile::Union{Vector{Float64}, Vector{<:Real}}=Real[] + ) - loads_kw = fuel_loads_mmbtu_per_hour .* (KWH_PER_MMBTU * existing_boiler_efficiency) .* addressable_load_fraction + # Load the appropriate default annual energy data based on load_type + if load_type == "space_heating" + default_annual_mmbtu = JSON.parsefile(joinpath(@__DIR__, "..", "..", "data", "load_profiles", "space_heating_annual_mmbtu.json")) + elseif load_type == "domestic_hot_water" + default_annual_mmbtu = JSON.parsefile(joinpath(@__DIR__, "..", "..", "data", "load_profiles", "domestic_hot_water_annual_mmbtu.json")) + elseif load_type == "process_heat" + default_annual_mmbtu = Dict( + "Industrial" => Dict( + "Chemical" => 15000.0, # mid-sized chemical processes + "FlatLoad" => 10000, # continuous operations throughout the year + "Warehouse" => 7000 + ) + ) + city = "Industrial" + else + throw(@error("For BuiltInHeatingLoad, load_type must be 'space_heating', 'domestic_hot_water', or 'process_heat'")) + end - if !isempty(doe_reference_name) || length(blended_doe_reference_names) > 0 - @warn "SpaceHeatingLoad fuel_loads_mmbtu_per_hour was provided, so doe_reference_name and/or blended_doe_reference_names will be ignored." - end + if isempty(city) + city = find_ashrae_zone_city(latitude, longitude) + end + if (load_type in ["space_heating", "domestic_hot_water"]) && !(buildingtype in DEFAULT_BUILDINGS) + throw(@error("buildingtype $(buildingtype) not in $(DEFAULT_BUILDINGS).")) + end + if (load_type == "process_heat") && !(buildingtype in DEFAULT_PROCESS_TYPES) + throw(@error("buildingtype $(buildingtype) not in $(DEFAULT_PROCESS_TYPES).")) + end - elseif !isempty(doe_reference_name) - loads_kw = BuiltInSpaceHeatingLoad(city, doe_reference_name, latitude, longitude, 2017, addressable_load_fraction, annual_mmbtu, monthly_mmbtu, existing_boiler_efficiency) - if length(blended_doe_reference_names) > 0 - @warn "SpaceHeatingLoad doe_reference_name was provided, so blended_doe_reference_names will be ignored." - end - elseif length(blended_doe_reference_names) > 0 && - length(blended_doe_reference_names) == length(blended_doe_reference_percents) - loads_kw = blend_and_scale_doe_profiles(BuiltInSpaceHeatingLoad, latitude, longitude, 2017, - blended_doe_reference_names, blended_doe_reference_percents, city, - annual_mmbtu, monthly_mmbtu, addressable_load_fraction, - existing_boiler_efficiency) + if isnothing(annual_mmbtu) + # Use FlatLoad annual_mmbtu from data for all types of FlatLoads because we don't have separate data for e.g. FlatLoad_16_7 + if occursin("FlatLoad", buildingtype) + annual_mmbtu = default_annual_mmbtu[city]["FlatLoad"] else - throw(@error("Cannot construct BuiltInSpaceHeatingLoad. You must provide either [fuel_loads_mmbtu_per_hour], - [doe_reference_name, city], or [blended_doe_reference_names, blended_doe_reference_percents, city].")) + annual_mmbtu = default_annual_mmbtu[city][buildingtype] end - - if length(loads_kw) < 8760*time_steps_per_hour - loads_kw = repeat(loads_kw, inner=Int(time_steps_per_hour / (length(loads_kw)/8760))) - @warn "Repeating space heating loads in each hour to match the time_steps_per_hour." - end - - new( - loads_kw, - (sum(loads_kw)/time_steps_per_hour)/KWH_PER_MMBTU - ) + else + annual_mmbtu *= addressable_load_fraction + end + if length(monthly_mmbtu) == 12 + monthly_mmbtu = monthly_mmbtu .* addressable_load_fraction end + built_in_load(load_type, city, buildingtype, year, annual_mmbtu, monthly_mmbtu, + existing_boiler_efficiency, normalized_profile) end """ -function get_existing_chiller_default_cop(; existing_chiller_max_thermal_factor_on_peak_load=nothing, - max_load_kw=nothing, - max_load_kw_thermal=nothing) -This function returns the default value for ExistingChiller.cop based on: - 1. No information about load, returns average of lower and higher cop default values (`cop_unknown_thermal`) - 2. If the cooling electric `max_load_kw` is known, we first guess the thermal load profile using `cop_unknown_thermal`, - and then we use the default logic to determine the `existing_chiller_cop` based on the peak thermal load with a thermal factor multiplier. - 3. If the cooling thermal `max_load_kw_thermal` is known, same as 2. but we don't have to guess the cop to convert electric to thermal load first. + get_unaddressable_fuel(addressable_load_fraction, annual_mmbtu, monthly_mmbtu, loads_kw, existing_boiler_efficiency) + +Get unaddressable fuel load, for reporting + :addressable_load_fraction is the fraction of the input fuel load that is addressable to supply by energy technologies, like CHP + :annual_mmbtu and :monthly_mmbtu is assumed to be fuel, not thermal, in this function + :loads_kw is assumed to be thermal in this function, with units of kw_thermal, so needs to be converted to fuel mmbtu """ -function get_existing_chiller_default_cop(; existing_chiller_max_thermal_factor_on_peak_load=nothing, max_load_kw=nothing, max_load_kw_thermal=nothing) - cop_less_than_100_ton = 4.40 - cop_more_than_100_ton = 4.69 - cop_unknown_thermal = (cop_less_than_100_ton + cop_more_than_100_ton) / 2.0 - max_cooling_load_ton = nothing - if !isnothing(max_load_kw_thermal) - max_cooling_load_ton = max_load_kw_thermal / KWH_THERMAL_PER_TONHOUR - elseif !isnothing(max_load_kw) - max_cooling_load_ton = max_load_kw / KWH_THERMAL_PER_TONHOUR * cop_unknown_thermal - end - if isnothing(max_cooling_load_ton) || isnothing(existing_chiller_max_thermal_factor_on_peak_load) - return cop_unknown_thermal - elseif max_cooling_load_ton * existing_chiller_max_thermal_factor_on_peak_load < 100.0 - return cop_less_than_100_ton - else - return cop_more_than_100_ton +function get_unaddressable_fuel(addressable_load_fraction, annual_mmbtu, monthly_mmbtu, loads_kw, existing_boiler_efficiency) + # Get unaddressable fuel load, for reporting + if !isempty(monthly_mmbtu) + unaddressable_annual_fuel_mmbtu = sum(monthly_mmbtu .* (1 .- addressable_load_fraction)) + elseif !isnothing(annual_mmbtu) + unaddressable_annual_fuel_mmbtu = annual_mmbtu * (1 - addressable_load_fraction) + else # using the default CRB annual_mmbtu, so rely on loads_kw (thermal) assuming single addressable_load_fraction + unaddressable_annual_fuel_mmbtu = sum(loads_kw) / (KWH_PER_MMBTU * existing_boiler_efficiency) end + return unaddressable_annual_fuel_mmbtu end + """ `CoolingLoad` is an optional REopt input with the following keys and default values: ```julia doe_reference_name::String = "", - city::String = "", blended_doe_reference_names::Array{String, 1} = String[], blended_doe_reference_percents::Array{<:Real,1} = Real[], + city::String = "", + year::Int = doe_reference_name ≠ "" || blended_doe_reference_names ≠ String[] ? 2017 : nothing, # CRB profiles are 2017 by default. If providing load profile, specify year of data. annual_tonhour::Union{Real, Nothing} = nothing, monthly_tonhour::Array{<:Real,1} = Real[], thermal_loads_ton::Array{<:Real,1} = Real[], # Vector of cooling thermal loads [ton] = [short ton hours/hour]. Length must equal 8760 * `Settings.time_steps_per_hour` @@ -271,16 +289,16 @@ one only needs to provide an empty Dict in the scenario JSON to add a `CoolingLo In this case the values provided for `doe_reference_name`, or `blended_doe_reference_names` and `blended_doe_reference_percents` are copied from the `ElectricLoad` to the `CoolingLoad`. """ - struct CoolingLoad loads_kw_thermal::Array{Real, 1} existing_chiller_cop::Real function CoolingLoad(; doe_reference_name::String = "", - city::String = "", blended_doe_reference_names::Array{String, 1} = String[], blended_doe_reference_percents::Array{<:Real,1} = Real[], + city::String = "", + year::Union{Int, Nothing} = doe_reference_name ≠ "" || blended_doe_reference_names ≠ String[] ? 2017 : nothing, # CRB profiles are 2017 by default. If providing load profile, specify year of data. annual_tonhour::Union{Real, Nothing} = nothing, monthly_tonhour::Array{<:Real,1} = Real[], thermal_loads_ton::Array{<:Real,1} = Real[], # Vector of cooling thermal loads [ton] = [short ton hours/hour]. Length must equal 8760 * `Settings.time_steps_per_hour` @@ -294,6 +312,11 @@ struct CoolingLoad existing_chiller_cop::Union{Real, Nothing} = nothing, # Passed from ExistingChiller or set to a default existing_chiller_max_thermal_factor_on_peak_load::Union{Real, Nothing}= nothing # Passed from ExistingChiller or set to a default ) + + if isnothing(year) + throw(@error("Must provide the year when using inputs of thermal_loads_ton or per_time_step_fractions_of_electric_load.")) + end + # determine the timeseries of loads_kw_thermal loads_kw_thermal = nothing loads_kw = nothing @@ -313,8 +336,8 @@ struct CoolingLoad if !(length(monthly_fractions_of_electric_load) ≈ 12) throw(@error("Provided cooling monthly_fractions_of_electric_load array does not have 12 values.")) end - timeseries = collect(DateTime(2017,1,1) : Minute(60/time_steps_per_hour) : - DateTime(2017,1,1) + Minute(8760*60 - 60/time_steps_per_hour)) + timeseries = collect(DateTime(year,1,1) : Minute(60/time_steps_per_hour) : + DateTime(year,1,1) + Minute(8760*60 - 60/time_steps_per_hour)) loads_kw = [monthly_fractions_of_electric_load[month(dt)] * site_electric_load_profile[ts] for (ts, dt) in enumerate(timeseries)] @@ -324,9 +347,9 @@ struct CoolingLoad elseif !isempty(doe_reference_name) if isnothing(annual_tonhour) && isempty(monthly_tonhour) loads_kw = get_default_fraction_of_total_electric(city, doe_reference_name, - latitude, longitude, 2017) .* site_electric_load_profile + latitude, longitude, year) .* site_electric_load_profile else - loads_kw = BuiltInCoolingLoad(city, doe_reference_name, latitude, longitude, 2017, + loads_kw = BuiltInCoolingLoad(city, doe_reference_name, latitude, longitude, year, annual_tonhour, monthly_tonhour, existing_chiller_cop) end @@ -335,7 +358,7 @@ struct CoolingLoad if isnothing(annual_tonhour) && isempty(monthly_tonhour) loads_kw = zeros(Int(8760/time_steps_per_hour)) for (i, building) in enumerate(blended_doe_reference_names) - default_fraction = get_default_fraction_of_total_electric(city, building, latitude, longitude, 2017) + default_fraction = get_default_fraction_of_total_electric(city, building, latitude, longitude, year) modified_fraction = default_fraction * blended_doe_reference_percents[i] if length(site_electric_load_profile) > 8784 modified_fraction = repeat(modified_fraction, inner=time_steps_per_hour / (length(site_electric_load_profile)/8760)) @@ -343,8 +366,8 @@ struct CoolingLoad end loads_kw += site_electric_load_profile .* modified_fraction end - else - loads_kw = blend_and_scale_doe_profiles(BuiltInCoolingLoad, latitude, longitude, 2017, + else + loads_kw = blend_and_scale_doe_profiles(BuiltInCoolingLoad, latitude, longitude, year, blended_doe_reference_names, blended_doe_reference_percents, city, annual_tonhour, monthly_tonhour) @@ -400,689 +423,35 @@ function get_default_fraction_of_total_electric(city, doe_reference_name, latitu return default_fraction_of_total_electric_profile end - -function BuiltInDomesticHotWaterLoad( - city::String, - buildingtype::String, - latitude::Real, - longitude::Real, - year::Int, - addressable_load_fraction::Union{<:Real, AbstractVector{<:Real}}, - annual_mmbtu::Union{Real, Nothing}=nothing, - monthly_mmbtu::Vector{<:Real}=Real[], - existing_boiler_efficiency::Union{Real, Nothing}=nothing - ) - dhw_annual_mmbtu = Dict( - "Miami" => Dict( - "FastFoodRest" => 53.47209411, - "FullServiceRest" => 158.0518043, - "Hospital" => 442.7295435, - "LargeHotel" => 3713.248373, - "LargeOffice" => 127.9412792, - "MediumOffice" => 22.09603477, - "MidriseApartment" => 158.0580017, - "Outpatient" => 27.60091429, - "PrimarySchool" => 105.3179165, - "RetailStore" => 0.0, - "SecondarySchool" => 250.1299246, - "SmallHotel" => 242.232695, - "SmallOffice" => 9.891779415, - "StripMall" => 0.0, - "Supermarket" => 17.94985187, - "Warehouse" => 0.0, - "FlatLoad" => 333.0450133 - ), - "Houston" => Dict( - "FastFoodRest" => 62.56835989, - "FullServiceRest" => 188.292814, - "Hospital" => 530.6352726, - "LargeHotel" => 4685.666667, - "LargeOffice" => 160.8917808, - "MediumOffice" => 25.9266894, - "MidriseApartment" => 199.2544784, - "Outpatient" => 32.87691943, - "PrimarySchool" => 128.0705362, - "RetailStore" => 0.0, - "SecondarySchool" => 314.7654465, - "SmallHotel" => 290.6293673, - "SmallOffice" => 10.27839347, - "StripMall" => 0.0, - "Supermarket" => 19.86608717, - "Warehouse" => 0.0, - "FlatLoad" => 415.6076756 - ), - "Phoenix" => Dict( - "FastFoodRest" => 57.34025418, - "FullServiceRest" => 170.9086319, - "Hospital" => 480.098265, - "LargeHotel" => 4127.191046, - "LargeOffice" => 141.8507451, - "MediumOffice" => 23.71397275, - "MidriseApartment" => 175.5949563, - "Outpatient" => 29.83372212, - "PrimarySchool" => 116.811664, - "RetailStore" => 0.0, - "SecondarySchool" => 285.2339344, - "SmallHotel" => 262.8487714, - "SmallOffice" => 10.05557471, - "StripMall" => 0.0, - "Supermarket" => 18.7637822, - "Warehouse" => 0.0, - "FlatLoad" => 368.7653325 - ), - "Atlanta" => Dict( - "FastFoodRest" => 71.33170579, - "FullServiceRest" => 217.4332205, - "Hospital" => 615.3498557, - "LargeHotel" => 5622.340656, - "LargeOffice" => 192.7164525, - "MediumOffice" => 29.62182675, - "MidriseApartment" => 238.9315749, - "Outpatient" => 37.9759973, - "PrimarySchool" => 148.8362119, - "RetailStore" => 0.0, - "SecondarySchool" => 372.2083434, - "SmallHotel" => 337.2688069, - "SmallOffice" => 10.65138846, - "StripMall" => 0.0, - "Supermarket" => 21.71038069, - "Warehouse" => 0.0, - "FlatLoad" => 494.7735263 - ), - "LasVegas" => Dict( - "FastFoodRest" => 63.63848459, - "FullServiceRest" => 191.8494897, - "Hospital" => 540.9697668, - "LargeHotel" => 4800.331564, - "LargeOffice" => 164.7154124, - "MediumOffice" => 26.36796732, - "MidriseApartment" => 204.1120165, - "Outpatient" => 33.48190098, - "PrimarySchool" => 131.9651451, - "RetailStore" => 0.0, - "SecondarySchool" => 327.441087, - "SmallHotel" => 296.3578765, - "SmallOffice" => 10.32392915, - "StripMall" => 0.0, - "Supermarket" => 20.08676069, - "Warehouse" => 0.0, - "FlatLoad" => 425.7275876 - ), - "LosAngeles" => Dict( - "FastFoodRest" => 69.63212501, - "FullServiceRest" => 211.7827529, - "Hospital" => 598.9350422, - "LargeHotel" => 5440.174033, - "LargeOffice" => 186.6199083, - "MediumOffice" => 28.91483286, - "MidriseApartment" => 231.215325, - "Outpatient" => 37.00823296, - "PrimarySchool" => 142.8059487, - "RetailStore" => 0.0, - "SecondarySchool" => 352.7467563, - "SmallHotel" => 328.1935523, - "SmallOffice" => 10.58011717, - "StripMall" => 0.0, - "Supermarket" => 21.35337379, - "Warehouse" => 0.0, - "FlatLoad" => 478.7476251 - ), - "SanFrancisco" => Dict( - "FastFoodRest" => 77.13092952, - "FullServiceRest" => 236.7180594, - "Hospital" => 671.40531, - "LargeHotel" => 6241.842643, - "LargeOffice" => 213.8445094, - "MediumOffice" => 32.07909301, - "MidriseApartment" => 265.1697301, - "Outpatient" => 41.35500136, - "PrimarySchool" => 160.4507431, - "RetailStore" => 0.0, - "SecondarySchool" => 401.395655, - "SmallHotel" => 368.0979112, - "SmallOffice" => 10.90004379, - "StripMall" => 0.0, - "Supermarket" => 22.9292287, - "Warehouse" => 0.0, - "FlatLoad" => 546.4574286 - ), - "Baltimore" => Dict( - "FastFoodRest" => 78.2191761, - "FullServiceRest" => 240.338156, - "Hospital" => 681.9322322, - "LargeHotel" => 6358.710286, - "LargeOffice" => 217.7306132, - "MediumOffice" => 32.52815422, - "MidriseApartment" => 270.1195541, - "Outpatient" => 41.96148216, - "PrimarySchool" => 165.3116185, - "RetailStore" => 0.0, - "SecondarySchool" => 417.9512972, - "SmallHotel" => 373.906416, - "SmallOffice" => 10.94554028, - "StripMall" => 0.0, - "Supermarket" => 23.15795696, - "Warehouse" => 0.0, - "FlatLoad" => 557.0507802 - ), - "Albuquerque" => Dict( - "FastFoodRest" => 76.9149868, - "FullServiceRest" => 235.9992545, - "Hospital" => 669.3128607, - "LargeHotel" => 6219.08303, - "LargeOffice" => 212.9944774, - "MediumOffice" => 31.97726287, - "MidriseApartment" => 264.2063457, - "Outpatient" => 41.20639013, - "PrimarySchool" => 162.1556119, - "RetailStore" => 0.0, - "SecondarySchool" => 409.1649863, - "SmallHotel" => 366.9712928, - "SmallOffice" => 10.88949351, - "StripMall" => 0.0, - "Supermarket" => 22.88525618, - "Warehouse" => 0.0, - "FlatLoad" => 545.235078 - ), - "Seattle" => Dict( - "FastFoodRest" => 81.80231236, - "FullServiceRest" => 252.2609525, - "Hospital" => 716.6111323, - "LargeHotel" => 6741.736717, - "LargeOffice" => 230.8057849, - "MediumOffice" => 34.04746055, - "MidriseApartment" => 286.3412104, - "Outpatient" => 44.07342164, - "PrimarySchool" => 172.0233322, - "RetailStore" => 0.0, - "SecondarySchool" => 434.0806311, - "SmallHotel" => 392.968915, - "SmallOffice" => 11.09863592, - "StripMall" => 0.0, - "Supermarket" => 23.91178737, - "Warehouse" => 0.0, - "FlatLoad" => 588.8601433 - ), - "Chicago" => Dict( - "FastFoodRest" => 84.2645196, - "FullServiceRest" => 260.4454844, - "Hospital" => 740.4172516, - "LargeHotel" => 7005.083356, - "LargeOffice" => 239.7065959, - "MediumOffice" => 35.08184587, - "MidriseApartment" => 297.4938584, - "Outpatient" => 45.49600079, - "PrimarySchool" => 179.4639347, - "RetailStore" => 0.0, - "SecondarySchool" => 456.8817409, - "SmallHotel" => 406.0751832, - "SmallOffice" => 11.2033023, - "StripMall" => 0.0, - "Supermarket" => 24.4292392, - "Warehouse" => 0.0, - "FlatLoad" => 611.6276445 - ), - "Boulder" => Dict( - "FastFoodRest" => 83.95201542, - "FullServiceRest" => 259.3997752, - "Hospital" => 737.372005, - "LargeHotel" => 6971.32924, - "LargeOffice" => 238.572519, - "MediumOffice" => 34.9486709, - "MidriseApartment" => 296.06471, - "Outpatient" => 45.31437164, - "PrimarySchool" => 178.3378526, - "RetailStore" => 0.0, - "SecondarySchool" => 453.228537, - "SmallHotel" => 404.4154946, - "SmallOffice" => 11.18970855, - "StripMall" => 0.0, - "Supermarket" => 24.36505320, - "Warehouse" => 0.0, - "FlatLoad" => 608.6556221 - ), - "Minneapolis" => Dict( - "FastFoodRest" => 89.48929949, - "FullServiceRest" => 277.8184269, - "Hospital" => 790.9262388, - "LargeHotel" => 7563.607619, - "LargeOffice" => 258.6874644, - "MediumOffice" => 37.28641454, - "MidriseApartment" => 321.1473562, - "Outpatient" => 48.51884975, - "PrimarySchool" => 191.9480118, - "RetailStore" => 0.0, - "SecondarySchool" => 491.5554097, - "SmallHotel" => 433.8738637, - "SmallOffice" => 11.42620649, - "StripMall" => 0.0, - "Supermarket" => 25.53218144, - "Warehouse" => 0.0, - "FlatLoad" => 658.8635839 - ), - "Helena" => Dict( - "FastFoodRest" => 90.44011877, - "FullServiceRest" => 280.9757902, - "Hospital" => 800.0940058, - "LargeHotel" => 7665.023574, - "LargeOffice" => 262.1461576, - "MediumOffice" => 37.68905029, - "MidriseApartment" => 325.4421541, - "Outpatient" => 49.09222188, - "PrimarySchool" => 193.4573283, - "RetailStore" => 0.0, - "SecondarySchool" => 494.7393735, - "SmallHotel" => 438.9398731, - "SmallOffice" => 11.46564268, - "StripMall" => 0.0, - "Supermarket" => 25.72866824, - "Warehouse" => 0.0, - "FlatLoad" => 667.2021224 - ), - "Duluth" => Dict( - "FastFoodRest" => 98.10641517, - "FullServiceRest" => 306.4772907, - "Hospital" => 874.2611723, - "LargeHotel" => 8484.906093, - "LargeOffice" => 290.0193773, - "MediumOffice" => 40.92475821, - "MidriseApartment" => 360.161261, - "Outpatient" => 53.53681127, - "PrimarySchool" => 211.2386551, - "RetailStore" => 0.0, - "SecondarySchool" => 543.3733772, - "SmallHotel" => 479.7414481, - "SmallOffice" => 11.79316054, - "StripMall" => 0.0, - "Supermarket" => 27.3451629, - "Warehouse" => 0.0, - "FlatLoad" => 736.3678114 - ), - "Fairbanks" => Dict( - "FastFoodRest" => 108.5335945, - "FullServiceRest" => 341.1572799, - "Hospital" => 975.1062178, - "LargeHotel" => 9600.267161, - "LargeOffice" => 327.8820873, - "MediumOffice" => 45.32138512, - "MidriseApartment" => 407.3910855, - "Outpatient" => 59.6203514, - "PrimarySchool" => 234.2595741, - "RetailStore" => 0.0, - "SecondarySchool" => 604.6838786, - "SmallHotel" => 535.2525234, - "SmallOffice" => 12.23744003, - "StripMall" => 0.0, - "Supermarket" => 29.53958045, - "Warehouse" => 0.0, - "FlatLoad" => 830.07826 - ) - ) - if isempty(city) - city = find_ashrae_zone_city(latitude, longitude) - end - if !(buildingtype in default_buildings) - throw(@error("buildingtype $(buildingtype) not in $(default_buildings).")) - end - if isnothing(annual_mmbtu) - # Use FlatLoad annual_mmbtu from data for all types of FlatLoads because we don't have separate data for e.g. FlatLoad_16_7 - if occursin("FlatLoad", buildingtype) - annual_mmbtu = dhw_annual_mmbtu[city]["FlatLoad"] - else - annual_mmbtu = dhw_annual_mmbtu[city][buildingtype] - end - else - annual_mmbtu *= addressable_load_fraction - end - if length(monthly_mmbtu) == 12 - monthly_mmbtu = monthly_mmbtu .* addressable_load_fraction - end - built_in_load("domestic_hot_water", city, buildingtype, year, annual_mmbtu, monthly_mmbtu, - existing_boiler_efficiency) -end - - -function BuiltInSpaceHeatingLoad( - city::String, - buildingtype::String, - latitude::Real, - longitude::Real, - year::Int, - addressable_load_fraction::Union{<:Real, AbstractVector{<:Real}}, - annual_mmbtu::Union{Real, Nothing}=nothing, - monthly_mmbtu::Vector{<:Real}=Real[], - existing_boiler_efficiency::Union{Real, Nothing}=nothing - ) - spaceheating_annual_mmbtu = Dict( - "Miami" => Dict( - "FastFoodRest" => 5.426780867, - "FullServiceRest" => 12.03181471, - "Hospital" => 6248.413294, - "LargeHotel" => 198.0691407, - "LargeOffice" => 168.9731637, - "MediumOffice" => 0.036985655, - "MidriseApartment" => 38.70606161, - "Outpatient" => 2559.185872, - "PrimarySchool" => 49.78021153, - "RetailStore" => 12.12015432, - "SecondarySchool" => 203.5185485, - "SmallHotel" => 9.098564901, - "SmallOffice" => 0.312524873, - "StripMall" => 20.73216748, - "Supermarket" => 101.2785324, - "Warehouse" => 56.0796017, - "FlatLoad" => 605.2352137 - ), - "Houston" => Dict( - "FastFoodRest" => 85.49111065, - "FullServiceRest" => 199.7942842, - "Hospital" => 8732.10385, - "LargeHotel" => 1307.035548, - "LargeOffice" => 2229.971744, - "MediumOffice" => 16.25994314, - "MidriseApartment" => 386.0269973, - "Outpatient" => 2829.324307, - "PrimarySchool" => 469.2532935, - "RetailStore" => 289.0470815, - "SecondarySchool" => 2011.1678969999998, - "SmallHotel" => 108.9825885, - "SmallOffice" => 19.55157672, - "StripMall" => 292.23235389999996, - "Supermarket" => 984.7374347000001, - "Warehouse" => 475.9377273, - "FlatLoad" => 1277.307359 - ), - "Phoenix" => Dict( - "FastFoodRest" => 57.89972381, - "FullServiceRest" => 147.2569493, - "Hospital" => 9382.021026, - "LargeHotel" => 896.790817, - "LargeOffice" => 1584.061452, - "MediumOffice" => 1.922551528, - "MidriseApartment" => 290.9887152, - "Outpatient" => 3076.340876, - "PrimarySchool" => 305.573525, - "RetailStore" => 208.66330580000002, - "SecondarySchool" => 1400.638544, - "SmallHotel" => 83.98084516, - "SmallOffice" => 9.988210938, - "StripMall" => 230.16060699999997, - "Supermarket" => 972.3008295, - "Warehouse" => 362.42249280000004, - "FlatLoad" => 1188.188154 - ), - "Atlanta" => Dict( - "FastFoodRest" => 168.8402371, - "FullServiceRest" => 379.5865464, - "Hospital" => 10467.659959999999, - "LargeHotel" => 2427.6589879999997, - "LargeOffice" => 3624.593975, - "MediumOffice" => 49.00635733, - "MidriseApartment" => 718.9316697, - "Outpatient" => 3186.250588, - "PrimarySchool" => 931.7212450999999, - "RetailStore" => 627.2489826000001, - "SecondarySchool" => 3968.4936420000004, - "SmallHotel" => 202.26124219999997, - "SmallOffice" => 42.74797302, - "StripMall" => 615.2240506, - "Supermarket" => 1880.5304489999999, - "Warehouse" => 930.9449202, - "FlatLoad" => 1888.856302 - ), - "LasVegas" => Dict( - "FastFoodRest" => 100.0877773, - "FullServiceRest" => 247.21791319999997, - "Hospital" => 9100.302056, - "LargeHotel" => 1500.581408, - "LargeOffice" => 2479.152321, - "MediumOffice" => 5.220181581, - "MidriseApartment" => 487.43122850000003, - "Outpatient" => 2924.8220460000002, - "PrimarySchool" => 499.6562223, - "RetailStore" => 386.0185744, - "SecondarySchool" => 2277.7410649999997, - "SmallHotel" => 138.4427074, - "SmallOffice" => 19.16330622, - "StripMall" => 389.30494280000005, - "Supermarket" => 1479.302604, - "Warehouse" => 579.7671637999999, - "FlatLoad" => 1413.3882199999998 - ), - "LosAngeles" => Dict( - "FastFoodRest" => 40.90390152, - "FullServiceRest" => 97.94277036, - "Hospital" => 10346.1713, - "LargeHotel" => 707.848762, - "LargeOffice" => 1458.148818, - "MediumOffice" => 0.12342009699999999, - "MidriseApartment" => 265.2851759, - "Outpatient" => 3417.120585, - "PrimarySchool" => 318.73600980000003, - "RetailStore" => 175.104083, - "SecondarySchool" => 1198.276619, - "SmallHotel" => 72.42852638, - "SmallOffice" => 5.898878347, - "StripMall" => 193.18730269999998, - "Supermarket" => 1040.273464, - "Warehouse" => 323.96697819999997, - "FlatLoad" => 1228.8385369999999 - ), - "SanFrancisco" => Dict( - "FastFoodRest" => 127.22328700000001, - "FullServiceRest" => 362.48645889999995, - "Hospital" => 11570.9155, - "LargeHotel" => 1713.3629670000003, - "LargeOffice" => 2690.1191, - "MediumOffice" => 3.8159670660000002, - "MidriseApartment" => 648.4472797999999, - "Outpatient" => 3299.0539519999998, - "PrimarySchool" => 818.2159102, - "RetailStore" => 569.8081034, - "SecondarySchool" => 3414.148347, - "SmallHotel" => 189.0244446, - "SmallOffice" => 27.53039453, - "StripMall" => 526.2320428, - "Supermarket" => 2301.616069, - "Warehouse" => 675.6758453, - "FlatLoad" => 1808.604729 - ), - "Baltimore" => Dict( - "FastFoodRest" => 305.2671204, - "FullServiceRest" => 657.1337578, - "Hospital" => 11253.61694, - "LargeHotel" => 3731.0254619999996, - "LargeOffice" => 5109.311943, - "MediumOffice" => 116.8101842, - "MidriseApartment" => 1132.964052, - "Outpatient" => 3285.227941, - "PrimarySchool" => 1428.239177, - "RetailStore" => 1068.034778, - "SecondarySchool" => 6557.634924, - "SmallHotel" => 346.3683857, - "SmallOffice" => 63.29818348, - "StripMall" => 1075.39546, - "Supermarket" => 2929.182261, - "Warehouse" => 1568.722061, - "FlatLoad" => 2539.2645399999997 - ), - "Albuquerque" => Dict( - "FastFoodRest" => 199.73581399999998, - "FullServiceRest" => 398.5712205, - "Hospital" => 8371.240776999999, - "LargeHotel" => 2750.8382260000003, - "LargeOffice" => 3562.0023950000004, - "MediumOffice" => 47.49307973, - "MidriseApartment" => 805.0965778, - "Outpatient" => 2971.868562, - "PrimarySchool" => 981.4176700999999, - "RetailStore" => 755.4523907, - "SecondarySchool" => 4338.227865999999, - "SmallHotel" => 232.2194443, - "SmallOffice" => 43.25360481, - "StripMall" => 760.0982018, - "Supermarket" => 2302.228741, - "Warehouse" => 1151.250885, - "FlatLoad" => 1854.437216 - ), - "Seattle" => Dict( - "FastFoodRest" => 255.5992711, - "FullServiceRest" => 627.5634984000001, - "Hospital" => 11935.157290000001, - "LargeHotel" => 3343.683348, - "LargeOffice" => 5266.970348, - "MediumOffice" => 28.97979768, - "MidriseApartment" => 1117.5465470000001, - "Outpatient" => 3468.128914, - "PrimarySchool" => 1263.541878, - "RetailStore" => 952.2758742000001, - "SecondarySchool" => 6367.850187, - "SmallHotel" => 310.8087307, - "SmallOffice" => 49.34878545, - "StripMall" => 969.1074739000001, - "Supermarket" => 3004.1844929999997, - "Warehouse" => 1137.398514, - "FlatLoad" => 2506.1340600000003 - ), - "Chicago" => Dict( - "FastFoodRest" => 441.93439000000006, - "FullServiceRest" => 888.3312571, - "Hospital" => 12329.57943, - "LargeHotel" => 5104.848129, - "LargeOffice" => 7706.028917000001, - "MediumOffice" => 216.01411800000002, - "MidriseApartment" => 1482.040156, - "Outpatient" => 3506.5381090000005, - "PrimarySchool" => 2006.0002120000001, - "RetailStore" => 1472.8704380000001, - "SecondarySchool" => 8962.172873, - "SmallHotel" => 479.4653436000001, - "SmallOffice" => 94.19308949, - "StripMall" => 1497.556168, - "Supermarket" => 3696.2112950000005, - "Warehouse" => 2256.477231, - "FlatLoad" => 3258.766323 - ), - "Boulder" => Dict( - "FastFoodRest" => 306.8980525, - "FullServiceRest" => 642.8843574, - "Hospital" => 9169.381845, - "LargeHotel" => 3975.1080020000004, - "LargeOffice" => 5027.882454, - "MediumOffice" => 124.26913059999998, - "MidriseApartment" => 1098.944993, - "Outpatient" => 3087.969786, - "PrimarySchool" => 1356.396807, - "RetailStore" => 1086.9187570000001, - "SecondarySchool" => 6268.036872, - "SmallHotel" => 342.77800099999996, - "SmallOffice" => 65.95714912, - "StripMall" => 1093.093638, - "Supermarket" => 2966.790122, - "Warehouse" => 1704.8648210000001, - "FlatLoad" => 2394.8859239999997 - ), - "Minneapolis" => Dict( - "FastFoodRest" => 588.8854722, - "FullServiceRest" => 1121.229499, - "Hospital" => 13031.2313, - "LargeHotel" => 6359.946704, - "LargeOffice" => 10199.279129999999, - "MediumOffice" => 394.1525556, - "MidriseApartment" => 1814.148381, - "Outpatient" => 3661.1462229999997, - "PrimarySchool" => 2600.964302, - "RetailStore" => 1869.8106289999998, - "SecondarySchool" => 11963.323859999999, - "SmallHotel" => 618.0427338999999, - "SmallOffice" => 128.12525349999999, - "StripMall" => 1952.731917, - "Supermarket" => 4529.776664, - "Warehouse" => 3231.223746, - "FlatLoad" => 4004.001148 - ), - "Helena" => Dict( - "FastFoodRest" => 468.8276835, - "FullServiceRest" => 934.8994934, - "Hospital" => 10760.57411, - "LargeHotel" => 5554.910785, - "LargeOffice" => 7373.056709, - "MediumOffice" => 239.8330306, - "MidriseApartment" => 1531.102079, - "Outpatient" => 3390.42972, - "PrimarySchool" => 2097.777112, - "RetailStore" => 1494.85988, - "SecondarySchool" => 9535.484059, - "SmallHotel" => 499.85992930000003, - "SmallOffice" => 98.85818175, - "StripMall" => 1604.0043970000002, - "Supermarket" => 3948.5338049999996, - "Warehouse" => 2504.784991, - "FlatLoad" => 3252.362248 - ), - "Duluth" => Dict( - "FastFoodRest" => 738.1353594999999, - "FullServiceRest" => 1400.36692, - "Hospital" => 14179.84149, - "LargeHotel" => 7781.9012760000005, - "LargeOffice" => 12504.64187, - "MediumOffice" => 468.2112216, - "MidriseApartment" => 2204.85149, - "Outpatient" => 3774.3233130000003, - "PrimarySchool" => 3160.1200719999997, - "RetailStore" => 2298.8242920000002, - "SecondarySchool" => 14468.64346, - "SmallHotel" => 772.5386662000001, - "SmallOffice" => 155.8350887, - "StripMall" => 2411.847491, - "Supermarket" => 5587.977185, - "Warehouse" => 3962.122014, - "FlatLoad" => 4741.886326 - ), - "Fairbanks" => Dict( - "FastFoodRest" => 1245.3608279999999, - "FullServiceRest" => 2209.293209, - "Hospital" => 20759.042680000002, - "LargeHotel" => 12298.7791, - "LargeOffice" => 23214.51532, - "MediumOffice" => 949.8812392000001, - "MidriseApartment" => 3398.039504, - "Outpatient" => 4824.076322999999, - "PrimarySchool" => 6341.861225, - "RetailStore" => 3869.670979, - "SecondarySchool" => 25619.149269999998, - "SmallHotel" => 1264.41064, - "SmallOffice" => 297.08593010000004, - "StripMall" => 3934.89178, - "Supermarket" => 8515.422039000001, - "Warehouse" => 6882.6512680000005, - "FlatLoad" => 7851.508208 - ) - ) - if isempty(city) - city = find_ashrae_zone_city(latitude, longitude) - end - if !(buildingtype in default_buildings) - throw(@error("buildingtype $(buildingtype) not in $(default_buildings).")) +""" +function get_existing_chiller_default_cop(; existing_chiller_max_thermal_factor_on_peak_load=nothing, + max_load_kw=nothing, + max_load_kw_thermal=nothing) +This function returns the default value for ExistingChiller.cop based on: + 1. No information about load, returns average of lower and higher cop default values (`cop_unknown_thermal`) + 2. If the cooling electric `max_load_kw` is known, we first guess the thermal load profile using `cop_unknown_thermal`, + and then we use the default logic to determine the `existing_chiller_cop` based on the peak thermal load with a thermal factor multiplier. + 3. If the cooling thermal `max_load_kw_thermal` is known, same as 2. but we don't have to guess the cop to convert electric to thermal load first. +""" +function get_existing_chiller_default_cop(; existing_chiller_max_thermal_factor_on_peak_load=nothing, max_load_kw=nothing, max_load_kw_thermal=nothing) + cop_less_than_100_ton = 4.40 + cop_more_than_100_ton = 4.69 + cop_unknown_thermal = (cop_less_than_100_ton + cop_more_than_100_ton) / 2.0 + max_cooling_load_ton = nothing + if !isnothing(max_load_kw_thermal) + max_cooling_load_ton = max_load_kw_thermal / KWH_THERMAL_PER_TONHOUR + elseif !isnothing(max_load_kw) + max_cooling_load_ton = max_load_kw / KWH_THERMAL_PER_TONHOUR * cop_unknown_thermal end - if isnothing(annual_mmbtu) - # Use FlatLoad annual_mmbtu from data for all types of FlatLoads because we don't have separate data for e.g. FlatLoad_16_7 - if occursin("FlatLoad", buildingtype) - annual_mmbtu = spaceheating_annual_mmbtu[city]["FlatLoad"] - else - annual_mmbtu = spaceheating_annual_mmbtu[city][buildingtype] - end + if isnothing(max_cooling_load_ton) || isnothing(existing_chiller_max_thermal_factor_on_peak_load) + return cop_unknown_thermal + elseif max_cooling_load_ton * existing_chiller_max_thermal_factor_on_peak_load < 100.0 + return cop_less_than_100_ton else - annual_mmbtu *= addressable_load_fraction - end - if length(monthly_mmbtu) == 12 - monthly_mmbtu = monthly_mmbtu .* addressable_load_fraction + return cop_more_than_100_ton end - built_in_load("space_heating", city, buildingtype, year, annual_mmbtu, monthly_mmbtu, - existing_boiler_efficiency) end - function BuiltInCoolingLoad( city::String, buildingtype::String, @@ -1093,317 +462,14 @@ function BuiltInCoolingLoad( monthly_tonhour::Vector{<:Real}=Real[], existing_chiller_cop::Union{Real, Nothing}=nothing ) - cooling_annual_kwh = Dict( - "Albuquerque" => Dict( - "MidriseApartment" => 34088, - "FastFoodRest" => 8466, - "LargeOffice" => 442687, - "Outpatient" => 357615, - "PrimarySchool" => 99496, - "SmallHotel" => 109982, - "Supermarket" => 40883, - "SmallOffice" => 8266, - "StripMall" => 36498, - "MediumOffice" => 103240, - "LargeHotel" => 475348, - "Warehouse" => 5831, - "SecondarySchool" => 355818, - "Hospital" => 1382003, - "RetailStore" => 37955, - "FullServiceRest" => 25534, - "FlatLoad" => 220232.0 - ), - "Helena" => Dict( - "StripMall" => 13260, - "RetailStore" => 13952, - "Outpatient" => 233034, - "FullServiceRest" => 8420, - "SmallHotel" => 63978, - "MediumOffice" => 44528, - "Hospital" => 1075876, - "LargeHotel" => 318965, - "PrimarySchool" => 34468, - "Supermarket" => 14879, - "SmallOffice" => 3442, - "SecondarySchool" => 132887, - "FastFoodRest" => 2919, - "MidriseApartment" => 11101, - "LargeOffice" => 226066, - "Warehouse" => 1566, - "FlatLoad" => 137459.0 - ), - "LosAngeles" => Dict( - "MidriseApartment" => 22912, - "Hospital" => 1987427, - "Outpatient" => 435175, - "RetailStore" => 22663, - "SmallHotel" => 116966, - "StripMall" => 26514, - "FastFoodRest" => 3452, - "LargeHotel" => 526169, - "Supermarket" => 13630, - "SmallOffice" => 8351, - "Warehouse" => 673, - "PrimarySchool" => 126130, - "FullServiceRest" => 11456, - "SecondarySchool" => 351337, - "MediumOffice" => 121320, - "LargeOffice" => 707617, - "FlatLoad" => 280112.0 - ), - "Boulder" => Dict( - "Warehouse" => 3574, - "Hospital" => 1223116, - "PrimarySchool" => 57692, - "SmallOffice" => 5097, - "Supermarket" => 24684, - "LargeHotel" => 384065, - "LargeOffice" => 316540, - "MidriseApartment" => 18535, - "MediumOffice" => 68389, - "RetailStore" => 23580, - "FullServiceRest" => 14957, - "SecondarySchool" => 220472, - "Outpatient" => 291603, - "FastFoodRest" => 5270, - "StripMall" => 23350, - "SmallHotel" => 84804, - "FlatLoad" => 172858.0 - ), - "Chicago" => Dict( - "Hospital" => 1721142, - "SmallHotel" => 97554, - "SecondarySchool" => 336986, - "SmallOffice" => 6365, - "Supermarket" => 30785, - "StripMall" => 32544, - "FastFoodRest" => 6320, - "Outpatient" => 328675, - "LargeOffice" => 533117, - "MidriseApartment" => 25663, - "RetailStore" => 31774, - "LargeHotel" => 469484, - "MediumOffice" => 85839, - "Warehouse" => 4370, - "PrimarySchool" => 82619, - "FullServiceRest" => 17222, - "FlatLoad" => 238154.0 - ), - "Houston" => Dict( - "PrimarySchool" => 282346, - "LargeHotel" => 1095441, - "Hospital" => 2942336, - "RetailStore" => 115410, - "StripMall" => 111025, - "FastFoodRest" => 24525, - "LargeOffice" => 1471054, - "Warehouse" => 17665, - "MidriseApartment" => 97156, - "SecondarySchool" => 1151985, - "Outpatient" => 630778, - "FullServiceRest" => 63610, - "Supermarket" => 125580, - "SmallOffice" => 19375, - "SmallHotel" => 220470, - "MediumOffice" => 239477, - "FlatLoad" => 538015.0 - ), - "Phoenix" => Dict( - "SecondarySchool" => 1204514, - "StripMall" => 122803, - "PrimarySchool" => 302372, - "LargeOffice" => 1124585, - "SmallOffice" => 23720, - "Supermarket" => 145706, - "Outpatient" => 640137, - "SmallHotel" => 233842, - "MediumOffice" => 271151, - "Hospital" => 2288973, - "FullServiceRest" => 69402, - "LargeHotel" => 1024137, - "MidriseApartment" => 135120, - "RetailStore" => 123508, - "Warehouse" => 38561, - "FastFoodRest" => 29956, - "FlatLoad" => 486155.0 - ), - "Fairbanks" => Dict( - "Warehouse" => 97, - "LargeOffice" => 147867, - "Hospital" => 753420, - "MidriseApartment" => 5035, - "MediumOffice" => 24183, - "LargeHotel" => 234082, - "FullServiceRest" => 2025, - "SmallOffice" => 1877, - "Supermarket" => 2500, - "PrimarySchool" => 15166, - "RetailStore" => 3289, - "SecondarySchool" => 53222, - "Outpatient" => 143322, - "FastFoodRest" => 656, - "StripMall" => 3592, - "SmallHotel" => 48066, - "FlatLoad" => 89900.0 - ), - "Seattle" => Dict( - "StripMall" => 7664, - "SmallHotel" => 60651, - "SmallOffice" => 2503, - "Supermarket" => 4882, - "Outpatient" => 266075, - "SecondarySchool" => 89468, - "MediumOffice" => 38713, - "MidriseApartment" => 6380, - "LargeOffice" => 249231, - "FullServiceRest" => 4144, - "PrimarySchool" => 28984, - "Hospital" => 1432385, - "RetailStore" => 6223, - "LargeHotel" => 292028, - "FastFoodRest" => 1245, - "Warehouse" => 329, - "FlatLoad" => 155682.0 - ), - "Duluth" => Dict( - "Hospital" => 1149799, - "StripMall" => 8809, - "MediumOffice" => 37547, - "RetailStore" => 8489, - "LargeHotel" => 300364, - "SecondarySchool" => 99148, - "PrimarySchool" => 25136, - "LargeOffice" => 249416, - "MidriseApartment" => 8181, - "FullServiceRest" => 4919, - "Warehouse" => 889, - "SmallHotel" => 61101, - "FastFoodRest" => 1709, - "Supermarket" => 9788, - "SmallOffice" => 2563, - "Outpatient" => 198121, - "FlatLoad" => 135374.0 - ), - "Minneapolis" => Dict( - "Warehouse" => 2923, - "SmallHotel" => 91962, - "LargeOffice" => 475102, - "Outpatient" => 289706, - "Hospital" => 1516644, - "SmallOffice" => 5452, - "Supermarket" => 25962, - "MediumOffice" => 74813, - "PrimarySchool" => 62017, - "FullServiceRest" => 14996, - "LargeHotel" => 445049, - "SecondarySchool" => 262353, - "FastFoodRest" => 5429, - "MidriseApartment" => 22491, - "RetailStore" => 26859, - "StripMall" => 26489, - "FlatLoad" => 209265.0 - ), - "Baltimore" => Dict( - "SmallHotel" => 119859, - "Outpatient" => 406989, - "RetailStore" => 44703, - "FullServiceRest" => 25140, - "SecondarySchool" => 469545, - "PrimarySchool" => 114110, - "StripMall" => 43896, - "MediumOffice" => 124064, - "MidriseApartment" => 36890, - "LargeOffice" => 822177, - "Warehouse" => 7156, - "LargeHotel" => 594327, - "Hospital" => 2085465, - "Supermarket" => 48913, - "SmallOffice" => 8083, - "FastFoodRest" => 9287, - "FlatLoad" => 310038.0 - ), - "LasVegas" => Dict( - "RetailStore" => 89484, - "LargeHotel" => 798740, - "MediumOffice" => 207085, - "StripMall" => 84138, - "PrimarySchool" => 218688, - "Warehouse" => 28928, - "SmallOffice" => 16824, - "Supermarket" => 114543, - "MidriseApartment" => 92778, - "FullServiceRest" => 53259, - "Outpatient" => 513377, - "FastFoodRest" => 22811, - "SmallHotel" => 175011, - "LargeOffice" => 792463, - "SecondarySchool" => 858081, - "Hospital" => 1831966, - "FlatLoad" => 368636.0 - ), - "Atlanta" => Dict( - "LargeOffice" => 968973, - "LargeHotel" => 704148, - "Supermarket" => 69686, - "StripMall" => 62530, - "SmallOffice" => 11259, - "MediumOffice" => 155865, - "Hospital" => 2328054, - "FullServiceRest" => 33832, - "SmallHotel" => 149237, - "SecondarySchool" => 608831, - "Warehouse" => 8214, - "Outpatient" => 489234, - "FlatLoad" => 367407.0, - "FastFoodRest" => 12565, - "PrimarySchool" => 160138, - "MidriseApartment" => 50907, - "RetailStore" => 65044 - ), - "SanFrancisco" => Dict( - "SecondarySchool" => 121914, - "LargeOffice" => 297494, - "StripMall" => 6626, - "Supermarket" => 3252, - "SmallOffice" => 2539, - "Hospital" => 1427329, - "PrimarySchool" => 48323, - "LargeHotel" => 296230, - "MediumOffice" => 43956, - "MidriseApartment" => 4484, - "FullServiceRest" => 3062, - "Warehouse" => 365, - "FlatLoad" => 164036.0, - "SmallHotel" => 71414, - "RetailStore" => 4515, - "FastFoodRest" => 838, - "Outpatient" => 292238 - ), - "Miami" => Dict( - "LargeHotel" => 1467216, - "SmallOffice" => 28235, - "FastFoodRest" => 36779, - "FlatLoad" => 700779.0, - "Supermarket" => 150368, - "FullServiceRest" => 101567, - "PrimarySchool" => 434031, - "Warehouse" => 20108, - "LargeOffice" => 1878642, - "SmallHotel" => 318595, - "MidriseApartment" => 176446, - "RetailStore" => 163290, - "Outpatient" => 811571, - "Hospital" => 3371923, - "StripMall" => 180645, - "SecondarySchool" => 1735906, - "MediumOffice" => 337147 - ) - ) + + cooling_electric_annual_kwh = JSON.parsefile(joinpath(@__DIR__, "..", "..", "data", "load_profiles", "cooling_electric_annual_kwh.json")) + if isempty(city) city = find_ashrae_zone_city(latitude, longitude) end - if !(buildingtype in default_buildings) - throw(@error("buildingtype $(buildingtype) not in $(default_buildings).")) + if !(buildingtype in DEFAULT_BUILDINGS) + throw(@error("buildingtype $(buildingtype) not in $(DEFAULT_BUILDINGS).")) end # Set initial existing_chiller_cop to "cop_unknown_thermal" if not passed in; we will update existing_chiller_cop once the load profile is determined if isnothing(existing_chiller_cop) @@ -1412,9 +478,9 @@ function BuiltInCoolingLoad( if isnothing(annual_tonhour) # Use FlatLoad annual_kwh from data for all types of FlatLoads because we don't have separate data for e.g. FlatLoad_16_7 if occursin("FlatLoad", buildingtype) - annual_kwh = cooling_annual_kwh[city]["FlatLoad"] + annual_kwh = cooling_electric_annual_kwh[city]["FlatLoad"] else - annual_kwh = cooling_annual_kwh[city][buildingtype] + annual_kwh = cooling_electric_annual_kwh[city][buildingtype] end else annual_kwh = annual_tonhour * KWH_THERMAL_PER_TONHOUR / existing_chiller_cop @@ -1424,145 +490,4 @@ function BuiltInCoolingLoad( monthly_kwh = monthly_tonhour * KWH_THERMAL_PER_TONHOUR / existing_chiller_cop end built_in_load("cooling", city, buildingtype, year, annual_kwh, monthly_kwh) -end -""" -`ProcessHeatLoad` is an optional REopt input with the following keys and default values: -```julia - annual_mmbtu::Union{Real, Nothing} = nothing - fuel_loads_mmbtu_per_hour::Array{<:Real,1} = Real[] -``` - -There are two ways in which a ProcessHeatLoad can be defined: -1. One can provide the `fuel_loads_mmbtu_per_hour` value in the `ProcessHeatLoad` key within the `Scenario`. -2. One can provide the `annual_mmbtu` value in the `ProcessHeatLoad` key within the `Scenario`; this assumes a flat load. - -!!! note "Process heat loads" - Hot water, space heating, and process heat thermal "load" inputs are in terms of energy input required (boiler fuel), - not the actual energy demand. The fuel energy is multiplied by the existing_boiler_efficiency to get the actual energy - demand. -""" -function BuiltInProcessHeatLoad( - sector::String, - process_type::String, - latitude::Real, - longitude::Real, - year::Int, - addressable_load_fraction::Union{<:Real, AbstractVector{<:Real}}, - annual_mmbtu::Union{Real, Nothing}=nothing, - monthly_mmbtu::Vector{<:Real}=Real[], - existing_boiler_efficiency::Union{Real, Nothing}=nothing - ) - # Override the city with 'Industrial' - sector = "Industrial" - city = sector - buildingtype = process_type - - process_heat_annual_mmbtu = Dict( - "Industrial" => Dict( - "Chemical" => 15000.0, # mid-sized chemical processes - "FlatLoad" => 10000, # continuous operations throughout the year - "Warehouse" => 7000 - ) - ) - if isempty(city) - city = "Industrial" - end - if !(process_type in default_process_types) - throw(@error("process_type $(process_type) is not recognized for process heating.")) - end - if isnothing(annual_mmbtu) - # Use FlatLoad annual_mmbtu from data for all types of FlatLoads because we don't have separate data for e.g. FlatLoad_16_7 - if occursin("FlatLoad", buildingtype) - annual_mmbtu = process_heat_annual_mmbtu[city]["FlatLoad"] - else - annual_mmbtu = process_heat_annual_mmbtu[city][buildingtype] - end - else - annual_mmbtu *= addressable_load_fraction - end - if length(monthly_mmbtu) == 12 - monthly_mmbtu = monthly_mmbtu .* addressable_load_fraction - monthly_mmbtu = Real[monthly_mmbtu...] - end - - built_in_load("process_heat", city, buildingtype, year, annual_mmbtu, monthly_mmbtu, existing_boiler_efficiency) -end -struct ProcessHeatLoad - loads_kw::Array{Real, 1} - annual_mmbtu::Real - - function ProcessHeatLoad(; - industry_reference_name::String = "", - sector::String = "", - blended_industry_reference_names::Array{String, 1} = String[], - blended_industry_reference_percents::Array{<:Real, 1} = Real[], - annual_mmbtu::Union{Real, Nothing} = nothing, - monthly_mmbtu::Array{<:Real,1} = Real[], - addressable_load_fraction::Any = 1.0, - fuel_loads_mmbtu_per_hour::Array{<:Real,1} = Real[], - time_steps_per_hour::Int = 1, # corresponding to `fuel_loads_mmbtu_per_hour` - latitude::Real = 0.0, - longitude::Real = 0.0, - existing_boiler_efficiency::Real = NaN - ) - - sector = "Industrial" - doe_reference_name = industry_reference_name - city = sector - blended_doe_reference_names = blended_industry_reference_names - blended_doe_reference_percents = blended_industry_reference_percents - - - if length(addressable_load_fraction) > 1 - if !isempty(fuel_loads_mmbtu_per_hour) && length(addressable_load_fraction) != length(fuel_loads_mmbtu_per_hour) - throw(@error("`addressable_load_fraction` must be a scalar or an array of length `fuel_loads_mmbtu_per_hour`")) - end - if !isempty(monthly_mmbtu) && length(addressable_load_fraction) != 12 - throw(@error("`addressable_load_fraction` must be a scalar or an array of length 12 if `monthly_mmbtu` is input")) - end - addressable_load_fraction = convert(Vector{Real}, addressable_load_fraction) - elseif typeof(addressable_load_fraction) <: Vector{} - addressable_load_fraction = convert(Real, addressable_load_fraction[1]) - else - addressable_load_fraction = convert(Real, addressable_load_fraction) - end - - if length(fuel_loads_mmbtu_per_hour) > 0 - - if !(length(fuel_loads_mmbtu_per_hour) / time_steps_per_hour ≈ 8760) - throw(@error("Provided process heat load does not match the time_steps_per_hour.")) - end - - loads_kw = fuel_loads_mmbtu_per_hour .* (KWH_PER_MMBTU * existing_boiler_efficiency) .* addressable_load_fraction - - if !isempty(doe_reference_name) || length(blended_doe_reference_names) > 0 - @warn "ProcessHeatLoad fuel_loads_mmbtu_per_hour was provided, so doe_reference_name and/or blended_doe_reference_names will be ignored." - end - - elseif !isempty(doe_reference_name) - loads_kw = BuiltInProcessHeatLoad(city, doe_reference_name, latitude, longitude, 2017, addressable_load_fraction, annual_mmbtu, monthly_mmbtu, existing_boiler_efficiency) - if length(blended_doe_reference_names) > 0 - @warn "ProcessHeatLoad doe_reference_name was provided, so blended_doe_reference_names will be ignored." - end - elseif length(blended_doe_reference_names) > 0 && - length(blended_doe_reference_names) == length(blended_doe_reference_percents) - loads_kw = blend_and_scale_doe_profiles(BuiltInProcessHeatLoad, latitude, longitude, 2017, - blended_doe_reference_names, blended_doe_reference_percents, city, - annual_mmbtu, monthly_mmbtu, addressable_load_fraction, - existing_boiler_efficiency) - else - throw(@error("Cannot construct BuiltInProcessHeatLoad. You must provide either [fuel_loads_mmbtu_per_hour], - [industry_reference_name, city], or [blended_industry_reference_names, blended_industry_reference_percents, city].")) - end - - if length(loads_kw) < 8760*time_steps_per_hour - loads_kw = repeat(loads_kw, inner=Int(time_steps_per_hour / (length(loads_kw)/8760))) - @warn "Repeating space heating loads in each hour to match the time_steps_per_hour." - end - - new( - loads_kw, - (sum(loads_kw)/time_steps_per_hour)/KWH_PER_MMBTU - ) - end end \ No newline at end of file diff --git a/src/core/pv.jl b/src/core/pv.jl index 1f90132f1..4f7ba6852 100644 --- a/src/core/pv.jl +++ b/src/core/pv.jl @@ -13,7 +13,7 @@ location::String="both", # one of ["roof", "ground", "both"] existing_kw::Real=0, min_kw::Real=0, - max_kw::Real=1.0e9, # max new capacity (beyond existing_kw) + max_kw::Real=1.0e9, # max new DC capacity (beyond existing_kw) installed_cost_per_kw::Real=1790.0, om_cost_per_kw::Real=18.0, degradation_fraction::Real=0.005, @@ -35,10 +35,10 @@ utility_ibi_max::Real = 1.0e10, utility_rebate_per_kw::Real = 0.0, utility_rebate_max::Real = 1.0e10, - production_incentive_per_kwh::Real = 0.0, - production_incentive_max_benefit::Real = 1.0e9, - production_incentive_years::Int = 1, - production_incentive_max_kw::Real = 1.0e9, + production_incentive_per_kwh::Float64 = 0.0 # revenue from production incentive per kWh electricity produced, including curtailment + production_incentive_max_benefit::Float64 = 1.0e9 # maximum allowable annual revenue from production incentives + production_incentive_years::Int = 0 # number of year in which production incentives are paid + production_incentive_max_kw::Float64 = 1.0e9 # maximum allowable system size to receive production incentives can_net_meter::Bool = off_grid_flag ? false : true, can_wholesale::Bool = off_grid_flag ? false : true, can_export_beyond_nem_limit::Bool = off_grid_flag ? false : true, @@ -186,7 +186,9 @@ mutable struct PV <: AbstractTech if !(0.0 <= dc_ac_ratio <= 2.0) push!(invalid_args, "dc_ac_ratio must satisfy 0 <= dc_ac_ratio <= 2, got $(dc_ac_ratio)") end - # TODO validate additional args + if !isnothing(production_factor_series) + error_if_series_vals_not_0_to_1(production_factor_series, "PV", "production_factor_series") + end if length(invalid_args) > 0 throw(@error("Invalid PV argument values: $(invalid_args)")) end diff --git a/src/core/reopt.jl b/src/core/reopt.jl index feb7d498c..f13eee26a 100644 --- a/src/core/reopt.jl +++ b/src/core/reopt.jl @@ -68,7 +68,7 @@ Solve the model using a `Scenario` or `BAUScenario`. function run_reopt(m::JuMP.AbstractModel, s::AbstractScenario) try - if s.site.CO2_emissions_reduction_min_fraction > 0.0 || s.site.CO2_emissions_reduction_max_fraction < 1.0 + if (!isnothing(s.site.CO2_emissions_reduction_min_fraction) && s.site.CO2_emissions_reduction_min_fraction > 0.0) || (!isnothing(s.site.CO2_emissions_reduction_max_fraction) && s.site.CO2_emissions_reduction_max_fraction < 1.0) throw(@error("To constrain CO2 emissions reduction min or max percentages, the optimal and business as usual scenarios must be run in parallel. Use a version of run_reopt() that takes an array of two models.")) end run_reopt(m, REoptInputs(s)) @@ -144,10 +144,6 @@ function run_reopt(ms::AbstractArray{T, 1}, p::REoptInputs) where T <: JuMP.Abst Threads.@threads for i = 1:2 rs[i] = run_reopt(inputs[i]) end - println(string("Type of rs[1]:",string(typeof(rs[1])))) - println(string("Type of rs[2]:",string(typeof(rs[2])))) - println(string("rs[1] status:",rs[1]["status"])) - println(string("rs[2] status:",rs[2]["status"])) if typeof(rs[1]) <: Dict && typeof(rs[2]) <: Dict && rs[1]["status"] != "error" && rs[2]["status"] != "error" # TODO when a model is infeasible the JuMP.Model is returned from run_reopt (and not the results Dict) results_dict = combine_results(p, rs[1], rs[2], bau_inputs.s) @@ -240,20 +236,18 @@ function build_reopt!(m::JuMP.AbstractModel, p::REoptInputs) add_general_storage_dispatch_constraints(m, p, b) if b in p.s.storage.types.elec add_elec_storage_dispatch_constraints(m, p, b) + elseif b in p.s.storage.types.hot + add_hot_thermal_storage_dispatch_constraints(m, p, b) elseif b in p.s.storage.types.cold add_cold_thermal_storage_dispatch_constraints(m, p, b) - elseif !(b in p.s.storage.types.hot) - println(b) + else throw(@error("Invalid storage does not fall in a thermal or electrical set")) end end end - if !isempty(p.s.storage.types.hot) - add_hot_thermal_storage_dispatch_constraints(m, p) - end if any(max_kw->max_kw > 0, (p.s.storage.attr[b].max_kw for b in p.s.storage.types.elec)) - add_storage_sum_constraints(m, p) + add_storage_sum_grid_constraints(m, p) end add_production_constraints(m, p) @@ -273,8 +267,10 @@ function build_reopt!(m::JuMP.AbstractModel, p::REoptInputs) m[:ResidualGHXCapCost] = 0.0 m[:ObjectivePenalties] = 0.0 - if !isempty(p.techs.all) - add_tech_size_constraints(m, p) + if !isempty(p.techs.all) || !isempty(p.techs.ghp) + if !isempty(p.techs.all) + add_tech_size_constraints(m, p) + end if !isempty(p.techs.no_curtail) add_no_curtail_constraints(m, p) @@ -347,10 +343,6 @@ function build_reopt!(m::JuMP.AbstractModel, p::REoptInputs) if !isempty(p.techs.steam_turbine) add_steam_turbine_constraints(m, p) m[:TotalPerUnitProdOMCosts] += m[:TotalSteamTurbinePerUnitProdOMCosts] - #TODO: review this constraint and see if it's intended. This matches the legacy implementation and tests pass but should the turbine be allowed to send heat to waste in order to generate electricity? - # @constraint(m, steamTurbineNoWaste[t in p.techs.steam_turbine, q in p.heating_loads, ts in p.time_steps], - # m[:dvProductionToWaste][t,q,ts] == 0.0 - # ) end if !isempty(p.techs.pbi) @@ -472,6 +464,15 @@ function build_reopt!(m::JuMP.AbstractModel, p::REoptInputs) m[:OffgridOtherCapexAfterDepr] = p.s.financial.offgrid_other_capital_costs - offgrid_other_capex_depr_savings end + for b in p.s.storage.types.elec + if p.s.storage.attr[b].model_degradation + add_degradation(m, p; b=b) + if p.s.settings.add_soc_incentive # this warning should be tied to IF condition where SOC incentive is added + @warn "Settings.add_soc_incentive is set to true and it will incentivize BESS energy levels to be kept high. It could conflict with the battery degradation model and should be disabled." + end + end + end + ################################# Objective Function ######################################## @expression(m, Costs, # Capital Costs @@ -519,6 +520,14 @@ function build_reopt!(m::JuMP.AbstractModel, p::REoptInputs) if p.s.settings.include_health_in_objective add_to_expression!(Costs, m[:Lifecycle_Emissions_Cost_Health]) end + + has_degr = false + for b in p.s.storage.types.elec + if p.s.storage.attr[b].model_degradation + has_degr = true + add_to_expression!(Costs, m[:degr_cost] - m[:residual_value]) # maximize residual value + end + end ## Modify objective with incentives that are not part of the LCC # 1. Comfort limit violation costs @@ -537,15 +546,6 @@ function build_reopt!(m::JuMP.AbstractModel, p::REoptInputs) # Set model objective @objective(m, Min, m[:Costs] + m[:ObjectivePenalties] ) - - for b in p.s.storage.types.elec - if p.s.storage.attr[b].model_degradation - add_degradation(m, p; b=b) - if p.s.settings.add_soc_incentive - @warn "Settings.add_soc_incentive is set to true but no incentive will be added because it conflicts with the battery degradation model." - end - end - end nothing end diff --git a/src/core/reopt_inputs.jl b/src/core/reopt_inputs.jl index 27aa8668d..0a186ec22 100644 --- a/src/core/reopt_inputs.jl +++ b/src/core/reopt_inputs.jl @@ -54,7 +54,7 @@ struct REoptInputs <: AbstractInputs ghp_electric_consumption_kw::Array{Float64,2} # Array of electric load profiles consumed by GHP ghp_installed_cost::Array{Float64,1} # Array of installed cost for GHP options ghp_om_cost_year_one::Array{Float64,1} # Array of O&M cost for GHP options - tech_renewable_energy_fraction::Dict{String, <:Real} # (techs) + tech_renewable_energy_fraction::Dict{String, <:Real} # union(techs.elec, techs.fuel_burning) tech_emissions_factors_CO2::Dict{String, <:Real} # (techs) tech_emissions_factors_NOx::Dict{String, <:Real} # (techs) tech_emissions_factors_SO2::Dict{String, <:Real} # (techs) @@ -122,7 +122,7 @@ struct REoptInputs{ScenarioType <: AbstractScenario} <: AbstractInputs avoided_capex_by_ghp_present_value::Array{Float64,1} # HVAC upgrade costs avoided (GHP) ghx_useful_life_years::Array{Float64,1} # GHX useful life years ghx_residual_value::Array{Float64,1} # Residual value of each GHX options - tech_renewable_energy_fraction::Dict{String, <:Real} # (techs) + tech_renewable_energy_fraction::Dict{String, <:Real} # union(techs.elec, techs.fuel_burning) tech_emissions_factors_CO2::Dict{String, <:Real} # (techs) tech_emissions_factors_NOx::Dict{String, <:Real} # (techs) tech_emissions_factors_SO2::Dict{String, <:Real} # (techs) @@ -173,9 +173,8 @@ function REoptInputs(s::AbstractScenario) seg_min_size, seg_max_size, seg_yint, techs_by_exportbin, export_bins_by_tech, boiler_efficiency, tech_renewable_energy_fraction, tech_emissions_factors_CO2, tech_emissions_factors_NOx, tech_emissions_factors_SO2, tech_emissions_factors_PM25, techs_operating_reserve_req_fraction, thermal_cop, fuel_cost_per_kwh, - heating_cop, cooling_cop, heating_cf, cooling_cf, avoided_capex_by_ashp_present_value = setup_tech_inputs(s,time_steps) - - pbi_pwf, pbi_max_benefit, pbi_max_kw, pbi_benefit_per_kwh = setup_pbi_inputs(s, techs) + heating_cop, cooling_cop, heating_cf, cooling_cf, avoided_capex_by_ashp_present_value, + pbi_pwf, pbi_max_benefit, pbi_max_kw, pbi_benefit_per_kwh = setup_tech_inputs(s,time_steps) months = 1:12 @@ -353,7 +352,7 @@ function setup_tech_inputs(s::AbstractScenario, time_steps) cap_cost_slope = Dict{String, Any}() om_cost_per_kw = Dict(t => 0.0 for t in techs.all) production_factor = DenseAxisArray{Float64}(undef, techs.all, 1:length(s.electric_load.loads_kw)) - tech_renewable_energy_fraction = Dict(t => 1.0 for t in techs.all) + tech_renewable_energy_fraction = Dict{String, Float64}() # !!! note: tech_emissions_factors are in lb / kWh of fuel burned (gets multiplied by kWh of fuel burned, not kWh electricity consumption, ergo the use of the HHV instead of fuel slope) tech_emissions_factors_CO2 = Dict(t => 0.0 for t in techs.all) tech_emissions_factors_NOx = Dict(t => 0.0 for t in techs.all) @@ -367,6 +366,11 @@ function setup_tech_inputs(s::AbstractScenario, time_steps) cooling_cop = Dict(t => zeros(length(time_steps)) for t in techs.cooling) avoided_capex_by_ashp_present_value = Dict(t => 0.0 for t in techs.all) + pbi_pwf = Dict{String, Any}() + pbi_max_benefit = Dict{String, Any}() + pbi_max_kw = Dict{String, Any}() + pbi_benefit_per_kwh = Dict{String, Any}() + # export related inputs techs_by_exportbin = Dict{Symbol, AbstractArray}(k => [] for k in s.electric_tariff.export_bins) export_bins_by_tech = Dict{String, Array{Symbol, 1}}() @@ -385,20 +389,22 @@ function setup_tech_inputs(s::AbstractScenario, time_steps) if !isempty(techs.pv) setup_pv_inputs(s, max_sizes, min_sizes, existing_sizes, cap_cost_slope, om_cost_per_kw, production_factor, - pvlocations, pv_to_location, maxsize_pv_locations, techs.segmented, n_segs_by_tech, - seg_min_size, seg_max_size, seg_yint, techs_by_exportbin, techs) + pvlocations, pv_to_location, maxsize_pv_locations, techs.segmented, n_segs_by_tech, + seg_min_size, seg_max_size, seg_yint, techs_by_exportbin, techs, + pbi_pwf, pbi_max_benefit, pbi_max_kw, pbi_benefit_per_kwh, tech_renewable_energy_fraction) end if "Wind" in techs.all setup_wind_inputs(s, max_sizes, min_sizes, existing_sizes, cap_cost_slope, om_cost_per_kw, production_factor, - techs_by_exportbin, techs.segmented, n_segs_by_tech, seg_min_size, seg_max_size, seg_yint, techs) + techs_by_exportbin, techs.segmented, n_segs_by_tech, seg_min_size, seg_max_size, seg_yint, + techs, pbi_pwf, pbi_max_benefit, pbi_max_kw, pbi_benefit_per_kwh, tech_renewable_energy_fraction) end if "Generator" in techs.all setup_gen_inputs(s, max_sizes, min_sizes, existing_sizes, cap_cost_slope, om_cost_per_kw, production_factor, techs_by_exportbin, techs.segmented, n_segs_by_tech, seg_min_size, seg_max_size, seg_yint, techs, tech_renewable_energy_fraction, tech_emissions_factors_CO2, tech_emissions_factors_NOx, tech_emissions_factors_SO2, tech_emissions_factors_PM25, - fuel_cost_per_kwh) + fuel_cost_per_kwh, pbi_pwf, pbi_max_benefit, pbi_max_kw, pbi_benefit_per_kwh) end if "ExistingBoiler" in techs.all @@ -408,16 +414,16 @@ function setup_tech_inputs(s::AbstractScenario, time_steps) end if "Boiler" in techs.all - setup_boiler_inputs(s, max_sizes, min_sizes, existing_sizes, cap_cost_slope, - boiler_efficiency, production_factor, fuel_cost_per_kwh, heating_cf) + setup_boiler_inputs(s, max_sizes, min_sizes, existing_sizes, cap_cost_slope, boiler_efficiency, + tech_renewable_energy_fraction, om_cost_per_kw, production_factor, fuel_cost_per_kwh, heating_cf) end if "CHP" in techs.all setup_chp_inputs(s, max_sizes, min_sizes, cap_cost_slope, om_cost_per_kw, production_factor, techs_by_exportbin, techs.segmented, n_segs_by_tech, seg_min_size, seg_max_size, - seg_yint, techs, - tech_renewable_energy_fraction, tech_emissions_factors_CO2, tech_emissions_factors_NOx, tech_emissions_factors_SO2, tech_emissions_factors_PM25, fuel_cost_per_kwh, - heating_cf) + seg_yint, techs, tech_renewable_energy_fraction, tech_emissions_factors_CO2, tech_emissions_factors_NOx, + tech_emissions_factors_SO2, tech_emissions_factors_PM25, fuel_cost_per_kwh, + heating_cf, pbi_pwf, pbi_max_benefit, pbi_max_kw, pbi_benefit_per_kwh) end if "ExistingChiller" in techs.all @@ -436,7 +442,8 @@ function setup_tech_inputs(s::AbstractScenario, time_steps) end if "SteamTurbine" in techs.all - setup_steam_turbine_inputs(s, max_sizes, min_sizes, cap_cost_slope, om_cost_per_kw, production_factor, techs_by_exportbin, techs, heating_cf) + setup_steam_turbine_inputs(s, max_sizes, min_sizes, cap_cost_slope, om_cost_per_kw, production_factor, techs_by_exportbin, techs, heating_cf, + pbi_pwf, pbi_max_benefit, pbi_max_kw, pbi_benefit_per_kwh) end if "ElectricHeater" in techs.all @@ -446,22 +453,22 @@ function setup_tech_inputs(s::AbstractScenario, time_steps) heating_cf["ElectricHeater"] = zeros(length(time_steps)) end - if "ASHP_SpaceHeater" in techs.all - setup_ashp_spaceheater_inputs(s, max_sizes, min_sizes, cap_cost_slope, om_cost_per_kw, heating_cop, cooling_cop, heating_cf, cooling_cf, + if "ASHPSpaceHeater" in techs.all + setup_ASHPSpaceHeater_inputs(s, max_sizes, min_sizes, cap_cost_slope, om_cost_per_kw, heating_cop, cooling_cop, heating_cf, cooling_cf, techs.segmented, n_segs_by_tech, seg_min_size, seg_max_size, seg_yint, avoided_capex_by_ashp_present_value) else - heating_cop["ASHP_SpaceHeater"] = ones(length(time_steps)) - cooling_cop["ASHP_SpaceHeater"] = ones(length(time_steps)) - heating_cf["ASHP_SpaceHeater"] = zeros(length(time_steps)) - cooling_cf["ASHP_SpaceHeater"] = zeros(length(time_steps)) + heating_cop["ASHPSpaceHeater"] = ones(length(time_steps)) + cooling_cop["ASHPSpaceHeater"] = ones(length(time_steps)) + heating_cf["ASHPSpaceHeater"] = zeros(length(time_steps)) + cooling_cf["ASHPSpaceHeater"] = zeros(length(time_steps)) end - if "ASHP_WaterHeater" in techs.all - setup_ashp_waterheater_inputs(s, max_sizes, min_sizes, cap_cost_slope, om_cost_per_kw, heating_cop, heating_cf, + if "ASHPWaterHeater" in techs.all + setup_ASHPWaterHeater_inputs(s, max_sizes, min_sizes, cap_cost_slope, om_cost_per_kw, heating_cop, heating_cf, techs.segmented, n_segs_by_tech, seg_min_size, seg_max_size, seg_yint, avoided_capex_by_ashp_present_value) else - heating_cop["ASHP_WaterHeater"] = ones(length(time_steps)) - heating_cf["ASHP_WaterHeater"] = zeros(length(time_steps)) + heating_cop["ASHPWaterHeater"] = ones(length(time_steps)) + heating_cf["ASHPWaterHeater"] = zeros(length(time_steps)) end if !isempty(techs.ghp) @@ -489,44 +496,28 @@ function setup_tech_inputs(s::AbstractScenario, time_steps) seg_min_size, seg_max_size, seg_yint, techs_by_exportbin, export_bins_by_tech, boiler_efficiency, tech_renewable_energy_fraction, tech_emissions_factors_CO2, tech_emissions_factors_NOx, tech_emissions_factors_SO2, tech_emissions_factors_PM25, techs_operating_reserve_req_fraction, thermal_cop, fuel_cost_per_kwh, - heating_cop, cooling_cop, heating_cf, cooling_cf, avoided_capex_by_ashp_present_value + heating_cop, cooling_cop, heating_cf, cooling_cf, avoided_capex_by_ashp_present_value, + pbi_pwf, pbi_max_benefit, pbi_max_kw, pbi_benefit_per_kwh end """ - setup_pbi_inputs(s::AbstractScenario, techs::Techs) + setup_pbi_inputs!(techs::Techs, tech::AbstractTech, tech_name::String, financial::Financial, + pbi_pwf, pbi_max_benefit, pbi_max_kw, pbi_benefit_per_kwh + ) -Create data arrays for production based incentives. -All arrays can be empty if no techs have production_incentive_per_kwh > 0. +Modifies dictionaries for production based incentives: pbi_pwf, pbi_max_benefit, pbi_max_kw, pbi_benefit_per_kwh. +All dicts can be empty if no techs have production_incentive_per_kwh > 0. """ -function setup_pbi_inputs(s::AbstractScenario, techs::Techs) - - pbi_pwf = Dict{String, Any}() - pbi_max_benefit = Dict{String, Any}() - pbi_max_kw = Dict{String, Any}() - pbi_benefit_per_kwh = Dict{String, Any}() - - for tech in techs.all - if !(tech in techs.pv) - T = typeof(eval(Meta.parse(tech))) - if :production_incentive_per_kwh in fieldnames(T) - if eval(Meta.parse("s.$(tech).production_incentive_per_kwh")) > 0 - push!(techs.pbi, tech) - pbi_pwf[tech], pbi_max_benefit[tech], pbi_max_kw[tech], pbi_benefit_per_kwh[tech] = - production_incentives(eval(Meta.parse("s.$(tech)")), s.financial) - end - end - else - pv = get_pv_by_name(tech, s.pvs) - if pv.production_incentive_per_kwh > 0 - push!(techs.pbi, tech) - pbi_pwf[tech], pbi_max_benefit[tech], pbi_max_kw[tech], pbi_benefit_per_kwh[tech] = - production_incentives(pv, s.financial) - end - end - +function setup_pbi_inputs!(techs::Techs, tech::AbstractTech, tech_name::String, financial::Financial, + pbi_pwf, pbi_max_benefit, pbi_max_kw, pbi_benefit_per_kwh + ) + if :production_incentive_per_kwh in fieldnames(typeof(tech)) && tech.production_incentive_per_kwh > 0 + push!(techs.pbi, tech_name) + pbi_pwf[tech_name], pbi_max_benefit[tech_name], pbi_max_kw[tech_name], pbi_benefit_per_kwh[tech_name] = + production_incentives(tech, financial) end - return pbi_pwf, pbi_max_benefit, pbi_max_kw, pbi_benefit_per_kwh + return nothing end @@ -571,9 +562,9 @@ end function setup_pv_inputs(s::AbstractScenario, max_sizes, min_sizes, existing_sizes, cap_cost_slope, om_cost_per_kw, production_factor, - pvlocations, pv_to_location, maxsize_pv_locations, - segmented_techs, n_segs_by_tech, seg_min_size, seg_max_size, seg_yint, - techs_by_exportbin, techs) + pvlocations, pv_to_location, maxsize_pv_locations, segmented_techs, + n_segs_by_tech, seg_min_size, seg_max_size, seg_yint, techs_by_exportbin, + techs, pbi_pwf, pbi_max_benefit, pbi_max_kw, pbi_benefit_per_kwh, tech_renewable_energy_fraction) pv_roof_limited, pv_ground_limited, pv_space_limited = false, false, false roof_existing_pv_kw, ground_existing_pv_kw, both_existing_pv_kw = 0.0, 0.0, 0.0 @@ -589,6 +580,7 @@ function setup_pv_inputs(s::AbstractScenario, max_sizes, min_sizes, pv_to_location[pv.name][location] = 0 end end + tech_renewable_energy_fraction[pv.name] = 1.0 beyond_existing_kw = pv.max_kw if pv.location == "both" @@ -632,6 +624,7 @@ function setup_pv_inputs(s::AbstractScenario, max_sizes, min_sizes, if !pv.can_curtail push!(techs.no_curtail, pv.name) end + setup_pbi_inputs!(techs, pv, pv.name, s.financial, pbi_pwf, pbi_max_benefit, pbi_max_kw, pbi_benefit_per_kwh) end if pv_roof_limited @@ -650,11 +643,13 @@ end function setup_wind_inputs(s::AbstractScenario, max_sizes, min_sizes, existing_sizes, cap_cost_slope, om_cost_per_kw, production_factor, techs_by_exportbin, - segmented_techs, n_segs_by_tech, seg_min_size, seg_max_size, seg_yint, techs + segmented_techs, n_segs_by_tech, seg_min_size, seg_max_size, seg_yint, + techs, pbi_pwf, pbi_max_benefit, pbi_max_kw, pbi_benefit_per_kwh, tech_renewable_energy_fraction ) max_sizes["Wind"] = s.wind.max_kw min_sizes["Wind"] = s.wind.min_kw existing_sizes["Wind"] = 0.0 + tech_renewable_energy_fraction["Wind"] = 1.0 if !(s.site.land_acres === nothing) # Limit based on available land land_max_kw = s.site.land_acres / s.wind.acres_per_kw @@ -679,6 +674,9 @@ function setup_wind_inputs(s::AbstractScenario, max_sizes, min_sizes, existing_s if !s.wind.can_curtail push!(techs.no_curtail, "Wind") end + + setup_pbi_inputs!(techs, s.wind, "Wind", s.financial, pbi_pwf, pbi_max_benefit, pbi_max_kw, pbi_benefit_per_kwh) + return nothing end @@ -686,7 +684,9 @@ end function setup_gen_inputs(s::AbstractScenario, max_sizes, min_sizes, existing_sizes, cap_cost_slope, om_cost_per_kw, production_factor, techs_by_exportbin, segmented_techs, n_segs_by_tech, seg_min_size, seg_max_size, seg_yint, techs, - tech_renewable_energy_fraction, tech_emissions_factors_CO2, tech_emissions_factors_NOx, tech_emissions_factors_SO2, tech_emissions_factors_PM25, fuel_cost_per_kwh + tech_renewable_energy_fraction, tech_emissions_factors_CO2, tech_emissions_factors_NOx, + tech_emissions_factors_SO2, tech_emissions_factors_PM25, fuel_cost_per_kwh, + pbi_pwf, pbi_max_benefit, pbi_max_kw, pbi_benefit_per_kwh ) max_sizes["Generator"] = s.generator.existing_kw + s.generator.max_kw min_sizes["Generator"] = s.generator.existing_kw + s.generator.min_kw @@ -708,6 +708,7 @@ function setup_gen_inputs(s::AbstractScenario, max_sizes, min_sizes, existing_si tech_emissions_factors_PM25["Generator"] = s.generator.emissions_factor_lb_PM25_per_gal / hhv_kwh_per_gal generator_fuel_cost_per_kwh = s.generator.fuel_cost_per_gallon / hhv_kwh_per_gal fuel_cost_per_kwh["Generator"] = per_hour_value_to_time_series(generator_fuel_cost_per_kwh, s.settings.time_steps_per_hour, "Generator") + setup_pbi_inputs!(techs, s.generator, "Generator", s.financial, pbi_pwf, pbi_max_benefit, pbi_max_kw, pbi_benefit_per_kwh) return nothing end @@ -742,17 +743,18 @@ end """ function setup_boiler_inputs(s::AbstractScenario, max_sizes, min_sizes, existing_sizes, cap_cost_slope, boiler_efficiency, - production_factor, fuel_cost_per_kwh, heating_cf) + tech_renewable_energy_fraction, om_cost_per_kw, production_factor, fuel_cost_per_kwh, heating_cf) Update tech-indexed data arrays necessary to build the JuMP model with the values for (new) boiler. This version of this function, used in BAUInputs(), doesn't update renewable energy and emissions arrays. """ -function setup_boiler_inputs(s::AbstractScenario, max_sizes, min_sizes, cap_cost_slope, om_cost_per_kw, boiler_efficiency, fuel_cost_per_kwh, - heating_cf) +function setup_boiler_inputs(s::AbstractScenario, max_sizes, min_sizes, existing_sizes, cap_cost_slope, boiler_efficiency, + tech_renewable_energy_fraction, om_cost_per_kw, production_factor, fuel_cost_per_kwh, heating_cf) max_sizes["Boiler"] = s.boiler.max_kw min_sizes["Boiler"] = s.boiler.min_kw + existing_sizes["Boiler"] = 0.0 boiler_efficiency["Boiler"] = s.boiler.efficiency - production_factor["Boiler", :] = ones(8760*s.settings.time_steps_per_hour) + tech_renewable_energy_fraction["Boiler"] = s.boiler.fuel_renewable_energy_fraction # The Boiler only has a MACRS benefit, no ITC etc. if s.boiler.macrs_option_years in [5, 7] @@ -793,7 +795,7 @@ function setup_existing_chiller_inputs(s::AbstractScenario, max_sizes, min_sizes existing_sizes["ExistingChiller"] = 0.0 cap_cost_slope["ExistingChiller"] = 0.0 cooling_cop["ExistingChiller"] .= s.existing_chiller.cop - cooling_cf["ExistingChiller"] .= ones(8760*s.settings.time_steps_per_hour) + cooling_cf["ExistingChiller"] = ones(8760*s.settings.time_steps_per_hour) # om_cost_per_kw["ExistingChiller"] = 0.0 return nothing end @@ -844,7 +846,7 @@ end function setup_chp_inputs(s::AbstractScenario, max_sizes, min_sizes, cap_cost_slope, om_cost_per_kw, production_factor, techs_by_exportbin, segmented_techs, n_segs_by_tech, seg_min_size, seg_max_size, seg_yint, techs, tech_renewable_energy_fraction, tech_emissions_factors_CO2, tech_emissions_factors_NOx, tech_emissions_factors_SO2, tech_emissions_factors_PM25, fuel_cost_per_kwh, - heating_cf + heating_cf, pbi_pwf, pbi_max_benefit, pbi_max_kw, pbi_benefit_per_kwh ) Update tech-indexed data arrays necessary to build the JuMP model with the values for CHP. @@ -852,7 +854,7 @@ Update tech-indexed data arrays necessary to build the JuMP model with the value function setup_chp_inputs(s::AbstractScenario, max_sizes, min_sizes, cap_cost_slope, om_cost_per_kw, production_factor, techs_by_exportbin, segmented_techs, n_segs_by_tech, seg_min_size, seg_max_size, seg_yint, techs, tech_renewable_energy_fraction, tech_emissions_factors_CO2, tech_emissions_factors_NOx, tech_emissions_factors_SO2, tech_emissions_factors_PM25, fuel_cost_per_kwh, - heating_cf + heating_cf, pbi_pwf, pbi_max_benefit, pbi_max_kw, pbi_benefit_per_kwh ) max_sizes["CHP"] = s.chp.max_kw min_sizes["CHP"] = s.chp.min_kw @@ -874,11 +876,13 @@ function setup_chp_inputs(s::AbstractScenario, max_sizes, min_sizes, cap_cost_sl chp_fuel_cost_per_kwh = s.chp.fuel_cost_per_mmbtu ./ KWH_PER_MMBTU fuel_cost_per_kwh["CHP"] = per_hour_value_to_time_series(chp_fuel_cost_per_kwh, s.settings.time_steps_per_hour, "CHP") heating_cf["CHP"] = ones(8760*s.settings.time_steps_per_hour) + setup_pbi_inputs!(techs, s.chp, "CHP", s.financial, pbi_pwf, pbi_max_benefit, pbi_max_kw, pbi_benefit_per_kwh) return nothing end function setup_steam_turbine_inputs(s::AbstractScenario, max_sizes, min_sizes, cap_cost_slope, - om_cost_per_kw, production_factor, techs_by_exportbin, techs, heating_cf + om_cost_per_kw, production_factor, techs_by_exportbin, techs, heating_cf, + pbi_pwf, pbi_max_benefit, pbi_max_kw, pbi_benefit_per_kwh ) max_sizes["SteamTurbine"] = s.steam_turbine.max_kw @@ -913,7 +917,7 @@ function setup_steam_turbine_inputs(s::AbstractScenario, max_sizes, min_sizes, c end heating_cf["SteamTurbine"] = ones(8760*s.settings.time_steps_per_hour) - + setup_pbi_inputs!(techs, s.steam_turbine, "SteamTurbine", s.financial, pbi_pwf, pbi_max_benefit, pbi_max_kw, pbi_benefit_per_kwh) return nothing end @@ -969,27 +973,27 @@ function setup_cst_inputs(s, max_sizes, min_sizes, cap_cost_slope, om_cost_per_k end -function setup_ashp_spaceheater_inputs(s, max_sizes, min_sizes, cap_cost_slope, om_cost_per_kw, heating_cop, cooling_cop, heating_cf, cooling_cf, +function setup_ASHPSpaceHeater_inputs(s, max_sizes, min_sizes, cap_cost_slope, om_cost_per_kw, heating_cop, cooling_cop, heating_cf, cooling_cf, segmented_techs, n_segs_by_tech, seg_min_size, seg_max_size, seg_yint, avoided_capex_by_ashp_present_value) - max_sizes["ASHP_SpaceHeater"] = s.ashp.max_kw - min_sizes["ASHP_SpaceHeater"] = s.ashp.min_kw - om_cost_per_kw["ASHP_SpaceHeater"] = s.ashp.om_cost_per_kw - heating_cop["ASHP_SpaceHeater"] = s.ashp.heating_cop - cooling_cop["ASHP_SpaceHeater"] = s.ashp.cooling_cop - heating_cf["ASHP_SpaceHeater"] = s.ashp.heating_cf - cooling_cf["ASHP_SpaceHeater"] = s.ashp.cooling_cf + max_sizes["ASHPSpaceHeater"] = s.ashp.max_kw + min_sizes["ASHPSpaceHeater"] = s.ashp.min_kw + om_cost_per_kw["ASHPSpaceHeater"] = s.ashp.om_cost_per_kw + heating_cop["ASHPSpaceHeater"] = s.ashp.heating_cop + cooling_cop["ASHPSpaceHeater"] = s.ashp.cooling_cop + heating_cf["ASHPSpaceHeater"] = s.ashp.heating_cf + cooling_cf["ASHPSpaceHeater"] = s.ashp.cooling_cf if s.ashp.min_allowable_kw > 0.0 - cap_cost_slope["ASHP_SpaceHeater"] = s.ashp.installed_cost_per_kw - push!(segmented_techs, "ASHP_SpaceHeater") - seg_max_size["ASHP_SpaceHeater"] = Dict{Int,Float64}(1 => s.ashp.max_kw) - seg_min_size["ASHP_SpaceHeater"] = Dict{Int,Float64}(1 => s.ashp.min_allowable_kw) - n_segs_by_tech["ASHP_SpaceHeater"] = 1 - seg_yint["ASHP_SpaceHeater"] = Dict{Int,Float64}(1 => 0.0) + cap_cost_slope["ASHPSpaceHeater"] = s.ashp.installed_cost_per_kw + push!(segmented_techs, "ASHPSpaceHeater") + seg_max_size["ASHPSpaceHeater"] = Dict{Int,Float64}(1 => min(s.ashp.max_kw)) + seg_min_size["ASHPSpaceHeater"] = Dict{Int,Float64}(1 => s.ashp.min_allowable_kw) + n_segs_by_tech["ASHPSpaceHeater"] = 1 + seg_yint["ASHPSpaceHeater"] = Dict{Int,Float64}(1 => 0.0) end if s.ashp.macrs_option_years in [5, 7] - cap_cost_slope["ASHP_SpaceHeater"] = effective_cost(; + cap_cost_slope["ASHPSpaceHeater"] = effective_cost(; itc_basis = s.ashp.installed_cost_per_kw, replacement_cost = 0.0, replacement_year = s.financial.analysis_years, @@ -1002,31 +1006,31 @@ function setup_ashp_spaceheater_inputs(s, max_sizes, min_sizes, cap_cost_slope, rebate_per_kw = 0.0 ) else - cap_cost_slope["ASHP_SpaceHeater"] = s.ashp.installed_cost_per_kw + cap_cost_slope["ASHPSpaceHeater"] = s.ashp.installed_cost_per_kw end - avoided_capex_by_ashp_present_value["ASHP_SpaceHeater"] = s.ashp.avoided_capex_by_ashp_present_value + avoided_capex_by_ashp_present_value["ASHPSpaceHeater"] = s.ashp.avoided_capex_by_ashp_present_value end -function setup_ashp_waterheater_inputs(s, max_sizes, min_sizes, cap_cost_slope, om_cost_per_kw, heating_cop, heating_cf, +function setup_ASHPWaterHeater_inputs(s, max_sizes, min_sizes, cap_cost_slope, om_cost_per_kw, heating_cop, heating_cf, segmented_techs, n_segs_by_tech, seg_min_size, seg_max_size, seg_yint, avoided_capex_by_ashp_present_value) - max_sizes["ASHP_WaterHeater"] = s.ashp_wh.max_kw - min_sizes["ASHP_WaterHeater"] = s.ashp_wh.min_kw - om_cost_per_kw["ASHP_WaterHeater"] = s.ashp_wh.om_cost_per_kw - heating_cop["ASHP_WaterHeater"] = s.ashp_wh.heating_cop - heating_cf["ASHP_WaterHeater"] = s.ashp_wh.heating_cf + max_sizes["ASHPWaterHeater"] = s.ashp_wh.max_kw + min_sizes["ASHPWaterHeater"] = s.ashp_wh.min_kw + om_cost_per_kw["ASHPWaterHeater"] = s.ashp_wh.om_cost_per_kw + heating_cop["ASHPWaterHeater"] = s.ashp_wh.heating_cop + heating_cf["ASHPWaterHeater"] = s.ashp_wh.heating_cf if s.ashp_wh.min_allowable_kw > 0.0 - cap_cost_slope["ASHP_WaterHeater"] = s.ashp_wh.installed_cost_per_kw - push!(segmented_techs, "ASHP_WaterHeater") - seg_max_size["ASHP_WaterHeater"] = Dict{Int,Float64}(1 => s.ashp_wh.max_kw) - seg_min_size["ASHP_WaterHeater"] = Dict{Int,Float64}(1 => s.ashp_wh.min_allowable_kw) - n_segs_by_tech["ASHP_WaterHeater"] = 1 - seg_yint["ASHP_WaterHeater"] = Dict{Int,Float64}(1 => 0.0) + cap_cost_slope["ASHPWaterHeater"] = s.ashp_wh.installed_cost_per_kw + push!(segmented_techs, "ASHPWaterHeater") + seg_max_size["ASHPWaterHeater"] = Dict{Int,Float64}(1 => s.ashp_wh.max_kw) + seg_min_size["ASHPWaterHeater"] = Dict{Int,Float64}(1 => s.ashp_wh.min_allowable_kw) + n_segs_by_tech["ASHPWaterHeater"] = 1 + seg_yint["ASHPWaterHeater"] = Dict{Int,Float64}(1 => 0.0) end if s.ashp_wh.macrs_option_years in [5, 7] - cap_cost_slope["ASHP_WaterHeater"] = effective_cost(; + cap_cost_slope["ASHPWaterHeater"] = effective_cost(; itc_basis = s.ashp_wh.installed_cost_per_kw, replacement_cost = 0.0, replacement_year = s.financial.analysis_years, @@ -1039,9 +1043,9 @@ function setup_ashp_waterheater_inputs(s, max_sizes, min_sizes, cap_cost_slope, rebate_per_kw = 0.0 ) else - cap_cost_slope["ASHP_WaterHeater"] = s.ashp_wh.installed_cost_per_kw + cap_cost_slope["ASHPWaterHeater"] = s.ashp_wh.installed_cost_per_kw end - avoided_capex_by_ashp_present_value["ASHP_WaterHeater"] = s.ashp_wh.avoided_capex_by_ashp_present_value + avoided_capex_by_ashp_present_value["ASHPWaterHeater"] = s.ashp_wh.avoided_capex_by_ashp_present_value end @@ -1204,19 +1208,16 @@ function production_incentives(tech::AbstractTech, financial::Financial) max_size_for_prod_incent = 0.0 production_incentive_rate = 0.0 T = typeof(tech) - # TODO should Generator be excluded? (v1 has the PBI inputs for Generator) - if !(nameof(T) in [:Generator, :Boiler, :Elecchl, :Absorpchl]) - if :degradation_fraction in fieldnames(T) # PV has degradation - pwf_prod_incent = annuity_escalation(tech.production_incentive_years, -1*tech.degradation_fraction, - financial.owner_discount_rate_fraction) - else - # prod incentives have zero escalation rate - pwf_prod_incent = annuity(tech.production_incentive_years, 0, financial.owner_discount_rate_fraction) - end - max_prod_incent = tech.production_incentive_max_benefit - max_size_for_prod_incent = tech.production_incentive_max_kw - production_incentive_rate = tech.production_incentive_per_kwh + if :degradation_fraction in fieldnames(T) # PV has degradation + pwf_prod_incent = annuity_escalation(tech.production_incentive_years, -1*tech.degradation_fraction, + financial.owner_discount_rate_fraction) + else + # prod incentives have zero escalation rate + pwf_prod_incent = annuity(tech.production_incentive_years, 0, financial.owner_discount_rate_fraction) end + max_prod_incent = tech.production_incentive_max_benefit + max_size_for_prod_incent = tech.production_incentive_max_kw + production_incentive_rate = tech.production_incentive_per_kwh return pwf_prod_incent, max_prod_incent, max_size_for_prod_incent, production_incentive_rate end diff --git a/src/core/reopt_multinode.jl b/src/core/reopt_multinode.jl index 7aa892e41..fdcf8ea18 100644 --- a/src/core/reopt_multinode.jl +++ b/src/core/reopt_multinode.jl @@ -127,16 +127,16 @@ function build_reopt!(m::JuMP.AbstractModel, ps::AbstractVector{REoptInputs{T}}) add_elec_storage_dispatch_constraints(m, p, b; _n=_n) elseif b in p.s.storage.types.cold add_cold_thermal_storage_dispatch_constraints(m, p, b; _n=_n) + elseif b in p.s.storage.types.hot + add_hot_thermal_storage_dispatch_constraints(m, p, b; _n=_n) + else + throw(@error("Invalid storage does not fall in a thermal or electrical set")) end end end - if !isempty(p.s.storage.types.hot) - add_hot_thermal_storage_dispatch_constraints(m, p; _n=_n) - end - if any(max_kw->max_kw > 0, (p.s.storage.attr[b].max_kw for b in p.s.storage.types.elec)) - add_storage_sum_constraints(m, p; _n=_n) + add_storage_sum_grid_constraints(m, p; _n=_n) end add_production_constraints(m, p; _n=_n) diff --git a/src/core/scenario.jl b/src/core/scenario.jl index 9e2606beb..ae6b2dced 100644 --- a/src/core/scenario.jl +++ b/src/core/scenario.jl @@ -41,11 +41,13 @@ A Scenario struct can contain the following keys: - [PV](@ref) (optional, can be Array) - [Wind](@ref) (optional) - [ElectricStorage](@ref) (optional) +- [HotThermalStorage](@ref) (optional) +- [ColdThermalStorage](@ref) (optional) +- [ElectricStorage](@ref) (optional) - [ElectricUtility](@ref) (optional) - [Generator](@ref) (optional) -- [DomesticHotWaterLoad](@ref) (optional) -- [SpaceHeatingLoad](@ref) (optional) -- [ProcessHeatLoad](@ref) (optional) +- [HeatingLoad](@ref) (optional) +- [CoolingLoad](@ref) (optional) - [ExistingBoiler](@ref) (optional) - [Boiler](@ref) (optional) - [CHP](@ref) (optional) @@ -56,8 +58,8 @@ A Scenario struct can contain the following keys: - [SteamTurbine](@ref) (optional) - [ElectricHeater](@ref) (optional) - [CST](@ref) (optional) -- [ASHP_SpaceHeater](@ref) (optional) -- [ASHP_WaterHeater](@ref) (optional) +- [ASHPSpaceHeater](@ref) (optional) +- [ASHPWaterHeater](@ref) (optional) All values of `d` are expected to be `Dicts` except for `PV` and `GHP`, which can be either a `Dict` or `Dict[]` (for multiple PV arrays or GHP options). @@ -160,7 +162,8 @@ function Scenario(d::Dict; flex_hvac_from_json=false) emissions_factor_series_lb_CO2_per_kwh = 0, emissions_factor_series_lb_NOx_per_kwh = 0, emissions_factor_series_lb_SO2_per_kwh = 0, - emissions_factor_series_lb_PM25_per_kwh = 0 + emissions_factor_series_lb_PM25_per_kwh = 0, + renewable_energy_fraction_series = 0 ) end @@ -223,51 +226,66 @@ function Scenario(d::Dict; flex_hvac_from_json=false) if haskey(d, "DomesticHotWaterLoad") && !haskey(d, "FlexibleHVAC") add_doe_reference_names_from_elec_to_thermal_loads(d["ElectricLoad"], d["DomesticHotWaterLoad"]) existing_boiler_efficiency = get_existing_boiler_efficiency(d) - dhw_load = DomesticHotWaterLoad(; dictkeys_tosymbols(d["DomesticHotWaterLoad"])..., + year = get!(d["DomesticHotWaterLoad"], "year", electric_load.year) + validate_load_year_consistency(electric_load.year, year, "DomesticHotWaterLoad") + dhw_load = HeatingLoad(; dictkeys_tosymbols(d["DomesticHotWaterLoad"])..., + load_type = "domestic_hot_water", latitude=site.latitude, longitude=site.longitude, time_steps_per_hour=settings.time_steps_per_hour, existing_boiler_efficiency = existing_boiler_efficiency ) max_heat_demand_kw = maximum(dhw_load.loads_kw) else - dhw_load = DomesticHotWaterLoad(; + dhw_load = HeatingLoad(; + load_type = "domestic_hot_water", fuel_loads_mmbtu_per_hour=zeros(8760*settings.time_steps_per_hour), time_steps_per_hour=settings.time_steps_per_hour, - existing_boiler_efficiency = EXISTING_BOILER_EFFICIENCY + existing_boiler_efficiency = EXISTING_BOILER_EFFICIENCY, + year=electric_load.year ) end if haskey(d, "SpaceHeatingLoad") && !haskey(d, "FlexibleHVAC") add_doe_reference_names_from_elec_to_thermal_loads(d["ElectricLoad"], d["SpaceHeatingLoad"]) existing_boiler_efficiency = get_existing_boiler_efficiency(d) - space_heating_load = SpaceHeatingLoad(; dictkeys_tosymbols(d["SpaceHeatingLoad"])..., + year = get!(d["SpaceHeatingLoad"], "year", electric_load.year) + validate_load_year_consistency(electric_load.year, year, "SpaceHeatingLoad") + space_heating_load = HeatingLoad(; dictkeys_tosymbols(d["SpaceHeatingLoad"])..., + load_type = "space_heating", latitude=site.latitude, longitude=site.longitude, time_steps_per_hour=settings.time_steps_per_hour, existing_boiler_efficiency = existing_boiler_efficiency ) max_heat_demand_kw = maximum(space_heating_load.loads_kw .+ max_heat_demand_kw) else - space_heating_load = SpaceHeatingLoad(; + space_heating_load = HeatingLoad(; + load_type = "space_heating", fuel_loads_mmbtu_per_hour=zeros(8760*settings.time_steps_per_hour), time_steps_per_hour=settings.time_steps_per_hour, - existing_boiler_efficiency = EXISTING_BOILER_EFFICIENCY + existing_boiler_efficiency = EXISTING_BOILER_EFFICIENCY, + year=electric_load.year ) end if haskey(d, "ProcessHeatLoad") && !haskey(d, "FlexibleHVAC") existing_boiler_efficiency = get_existing_boiler_efficiency(d) - process_heat_load = ProcessHeatLoad(; dictkeys_tosymbols(d["ProcessHeatLoad"])..., - latitude=site.latitude, longitude=site.longitude, - time_steps_per_hour=settings.time_steps_per_hour, - existing_boiler_efficiency = existing_boiler_efficiency + year = get!(d["ProcessHeatLoad"], "year", electric_load.year) + validate_load_year_consistency(electric_load.year, year, "ProcessHeatLoad") + process_heat_load = HeatingLoad(; dictkeys_tosymbols(d["ProcessHeatLoad"])..., + load_type = "process_heat", + latitude = site.latitude, longitude = site.longitude, + time_steps_per_hour = settings.time_steps_per_hour, + existing_boiler_efficiency = existing_boiler_efficiency ) max_heat_demand_kw = maximum(process_heat_load.loads_kw .+ max_heat_demand_kw) else - process_heat_load = ProcessHeatLoad(; + process_heat_load = HeatingLoad(; + load_type = "process_heat", fuel_loads_mmbtu_per_hour=zeros(8760*settings.time_steps_per_hour), time_steps_per_hour=settings.time_steps_per_hour, - existing_boiler_efficiency = EXISTING_BOILER_EFFICIENCY + existing_boiler_efficiency = EXISTING_BOILER_EFFICIENCY, + year=electric_load.year ) end @@ -405,6 +423,16 @@ function Scenario(d::Dict; flex_hvac_from_json=false) d["CoolingLoad"]["existing_chiller_max_thermal_factor_on_peak_load"] = ec_empty.max_thermal_factor_on_peak_load end end + year = get!(d["CoolingLoad"], "year", electric_load.year) + validate_load_year_consistency(electric_load.year, year, "CoolingLoad") + # If array inputs are coming from Julia JSON.parsefile (reader), they have type Vector{Any}; convert to expected type here + cooling_type_convert = ["monthly_fractions_of_electric_load", "per_time_step_fractions_of_electric_load", + "blended_doe_reference_percents", "monthly_tonhour", "thermal_loads_ton"] + for (k,v) in d["CoolingLoad"] + if typeof(v) <: AbstractVector{Any} && k in cooling_type_convert + d["CoolingLoad"][k] = convert(Vector{Float64}, v) + end + end cooling_load = CoolingLoad(; dictkeys_tosymbols(d["CoolingLoad"])..., latitude=site.latitude, longitude=site.longitude, time_steps_per_hour=settings.time_steps_per_hour @@ -426,7 +454,8 @@ function Scenario(d::Dict; flex_hvac_from_json=false) else cooling_load = CoolingLoad(; thermal_loads_ton=zeros(8760*settings.time_steps_per_hour), - time_steps_per_hour=settings.time_steps_per_hour + time_steps_per_hour=settings.time_steps_per_hour, + year=electric_load.year ) end @@ -488,7 +517,8 @@ function Scenario(d::Dict; flex_hvac_from_json=false) end # Call PVWatts for hourly dry-bulb outdoor air temperature ambient_temp_degF = [] - if !haskey(d["GHP"]["ghpghx_inputs"][1], "ambient_temperature_f") || isempty(d["GHP"]["ghpghx_inputs"][1]["ambient_temperature_f"]) + if (!haskey(d["GHP"]["ghpghx_inputs"][1], "ambient_temperature_f") || isempty(d["GHP"]["ghpghx_inputs"][1]["ambient_temperature_f"])) && + isnothing(site.outdoor_air_temperature_degF) # If PV is evaluated and we need to call PVWatts for ambient temperature, assign PV production factor here too with the same call # By assigning pv.production_factor_series here, it will skip the PVWatts call in get_production_factor(PV) call from reopt_input.jl if !isempty(pvs) @@ -500,14 +530,14 @@ function Scenario(d::Dict; flex_hvac_from_json=false) else pv_prodfactor, ambient_temp_celsius = call_pvwatts_api(site.latitude, site.longitude; time_steps_per_hour=settings.time_steps_per_hour) end - ambient_temp_degF = ambient_temp_celsius * 1.8 .+ 32.0 - else - ambient_temp_degF = d["GHP"]["ghpghx_inputs"][1]["ambient_temperature_f"] + site.outdoor_air_temperature_degF = ambient_temp_celsius * 1.8 .+ 32.0 + elseif isnothing(site.outdoor_air_temperature_degF) + site.outdoor_air_temperature_degF = d["GHP"]["ghpghx_inputs"][1]["ambient_temperature_f"] end for i in 1:number_of_ghpghx ghpghx_inputs = d["GHP"]["ghpghx_inputs"][i] - d["GHP"]["ghpghx_inputs"][i]["ambient_temperature_f"] = ambient_temp_degF + d["GHP"]["ghpghx_inputs"][i]["ambient_temperature_f"] = site.outdoor_air_temperature_degF # Only SpaceHeating portion of Heating Load gets served by GHP, unless allowed by can_serve_dhw if get(ghpghx_inputs, "heating_thermal_load_mmbtu_per_hr", []) in [nothing, []] if get(d["GHP"], "can_serve_dhw", false) # This is assuming the default stays false @@ -676,23 +706,23 @@ function Scenario(d::Dict; flex_hvac_from_json=false) # ASHP ashp = nothing - if haskey(d, "ASHP_SpaceHeater") - if !haskey(d["ASHP_SpaceHeater"], "max_ton") + if haskey(d, "ASHPSpaceHeater") + if !haskey(d["ASHPSpaceHeater"], "max_ton") max_ton = get_ashp_defaults("SpaceHeating")["max_ton"] else - max_ton = d["ASHP_SpaceHeater"]["max_ton"] + max_ton = d["ASHPSpaceHeater"]["max_ton"] end if max_ton > 0 # ASHP Space Heater's temp back_up_temp_threshold_degF - if !haskey(d["ASHP_SpaceHeater"], "back_up_temp_threshold_degF") + if !haskey(d["ASHPSpaceHeater"], "back_up_temp_threshold_degF") ambient_temp_thres_fahrenheit = get_ashp_defaults("SpaceHeating")["back_up_temp_threshold_degF"] else - ambient_temp_thres_fahrenheit = d["ASHP_SpaceHeater"]["back_up_temp_threshold_degF"] + ambient_temp_thres_fahrenheit = d["ASHPSpaceHeater"]["back_up_temp_threshold_degF"] end # If PV is evaluated, get ambient temperature series from PVWatts and assign PV production factor - if isnothing(ambient_temp_celsius) + if isnothing(site.outdoor_air_temperature_degF) if !isempty(pvs) for pv in pvs pv.production_factor_series, ambient_temp_celsius = call_pvwatts_api(site.latitude, site.longitude; tilt=pv.tilt, azimuth=pv.azimuth, module_type=pv.module_type, @@ -703,37 +733,37 @@ function Scenario(d::Dict; flex_hvac_from_json=false) # if PV is not evaluated, call PVWatts to get ambient temperature series pv_prodfactor, ambient_temp_celsius = call_pvwatts_api(site.latitude, site.longitude; time_steps_per_hour=settings.time_steps_per_hour) end + site.outdoor_air_temperature_degF = (9/5 .* ambient_temp_celsius) .+ 32 end - ambient_temp_fahrenheit = (9/5 .* ambient_temp_celsius) .+ 32 - d["ASHP_SpaceHeater"]["ambient_temp_degF"] = ambient_temp_fahrenheit - d["ASHP_SpaceHeater"]["heating_load"] = space_heating_load.loads_kw - d["ASHP_SpaceHeater"]["cooling_load"] = cooling_load.loads_kw_thermal + d["ASHPSpaceHeater"]["ambient_temp_degF"] = site.outdoor_air_temperature_degF + d["ASHPSpaceHeater"]["heating_load"] = space_heating_load.loads_kw + d["ASHPSpaceHeater"]["cooling_load"] = cooling_load.loads_kw_thermal - ashp = ASHP_SpaceHeater(;dictkeys_tosymbols(d["ASHP_SpaceHeater"])...) + ashp = ASHPSpaceHeater(;dictkeys_tosymbols(d["ASHPSpaceHeater"])...) end end # ASHP Water Heater: ashp_wh = nothing - if haskey(d, "ASHP_WaterHeater") - if !haskey(d["ASHP_WaterHeater"], "max_ton") + if haskey(d, "ASHPWaterHeater") + if !haskey(d["ASHPWaterHeater"], "max_ton") max_ton = get_ashp_defaults("DomesticHotWater")["max_ton"] else - max_ton = d["ASHP_WaterHeater"]["max_ton"] + max_ton = d["ASHPWaterHeater"]["max_ton"] end if max_ton > 0.0 # ASHP Space Heater's temp back_up_temp_threshold_degF - if !haskey(d["ASHP_WaterHeater"], "back_up_temp_threshold_degF") + if !haskey(d["ASHPWaterHeater"], "back_up_temp_threshold_degF") ambient_temp_thres_fahrenheit = get_ashp_defaults("DomesticHotWater")["back_up_temp_threshold_degF"] else - ambient_temp_thres_fahrenheit = d["ASHP_WaterHeater"]["back_up_temp_threshold_degF"] + ambient_temp_thres_fahrenheit = d["ASHPWaterHeater"]["back_up_temp_threshold_degF"] end # If PV is evaluated, get ambient temperature series from PVWatts and assign PV production factor - if isnothing(ambient_temp_celsius) + if isnothing(site.outdoor_air_temperature_degF) if !isempty(pvs) for pv in pvs pv.production_factor_series, ambient_temp_celsius = call_pvwatts_api(site.latitude, site.longitude; tilt=pv.tilt, azimuth=pv.azimuth, module_type=pv.module_type, @@ -744,14 +774,13 @@ function Scenario(d::Dict; flex_hvac_from_json=false) # if PV is not evaluated, call PVWatts to get ambient temperature series pv_prodfactor, ambient_temp_celsius = call_pvwatts_api(site.latitude, site.longitude; time_steps_per_hour=settings.time_steps_per_hour) end + site.outdoor_air_temperature_degF = (9/5 .* ambient_temp_celsius) .+ 32 end - - ambient_temp_fahrenheit = (9/5 .* ambient_temp_celsius) .+ 32 - d["ASHP_WaterHeater"]["ambient_temp_degF"] = ambient_temp_fahrenheit - d["ASHP_WaterHeater"]["heating_load"] = dhw_load.loads_kw + d["ASHPWaterHeater"]["ambient_temp_degF"] = site.outdoor_air_temperature_degF + d["ASHPWaterHeater"]["heating_load"] = dhw_load.loads_kw - ashp_wh = ASHP_WaterHeater(;dictkeys_tosymbols(d["ASHP_WaterHeater"])...) + ashp_wh = ASHPWaterHeater(;dictkeys_tosymbols(d["ASHPWaterHeater"])...) end end @@ -824,4 +853,10 @@ function get_existing_boiler_efficiency(d) end return existing_boiler_efficiency +end + +function validate_load_year_consistency(electric_load_year, year, load_type) + if electric_load_year != year + throw(@error("Inconsistent load years: ElectricLoad year ($electric_load_year) does not match the provided year ($year) for $load_type.")) + end end \ No newline at end of file diff --git a/src/core/simulated_load.jl b/src/core/simulated_load.jl index c9b060075..87e2f9456 100644 --- a/src/core/simulated_load.jl +++ b/src/core/simulated_load.jl @@ -14,23 +14,47 @@ One particular aspect of this function specifically for the webtool/UI is the he """ function simulated_load(d::Dict) - latitude = get(d, "latitude", nothing) - longitude = get(d, "longitude", nothing) - if isnothing(latitude) || isnothing(longitude) + # Latitude and longitude are required if not normalizing and scaling load profile input + normalize_and_scale_load_profile_input = get(d, "normalize_and_scale_load_profile_input", false) + year = get(d, "year", 2017) + latitude = get(d, "latitude", 0.0) + longitude = get(d, "longitude", 0.0) + if (isnothing(latitude) || isnothing(longitude)) && !normalize_and_scale_load_profile_input throw(@error("latitude and longitude must be provided")) + elseif !normalize_and_scale_load_profile_input + if latitude > 90 || latitude < -90 + throw(@error("latitude $latitude is out of acceptable range (-90 <= latitude <= 90)")) + end + if longitude > 180 || longitude < -180 + throw(@error("longitude $longitude is out of acceptable range (-180 <= longitude <= 180)")) + end end - load_type = get(d, "load_type", nothing) - # Check consistency between type/length of doe_reference_name and percent_share (for blended/hybrid buildings) - doe_reference_name_input = get(d, "doe_reference_name", nothing) - percent_share_input = get(d, "percent_share", Real[]) - - # Determine which set of valid names to use based on the origin of the input - valid_names = default_buildings + # Load type validation + load_type = get(d, "load_type", "electric") + if !(load_type in ["electric", "heating", "cooling", "space_heating", "domestic_hot_water", "process_heat"]) + throw(@error("load_type parameter must be one of the following: 'electric', 'heating', 'cooling', 'space_heating', 'domestic_hot_water', 'process_heat'. If load_type is not specified, 'electric' is assumed.")) + end + + # Check for valid reference building name if load_type == "process_heat" - valid_names = default_process_types + doe_reference_name_input = get(d, "industrial_reference_name", nothing) + valid_names = DEFAULT_PROCESS_TYPES + else + doe_reference_name_input = get(d, "doe_reference_name", nothing) + valid_names = DEFAULT_BUILDINGS + end + percent_share_input = get(d, "percent_share", Real[]) + + # Input which then expects a custom load_profile along with annual or monthly energy values; this could be electric, heating, or cooling profiles + load_profile = get(d, "load_profile", Real[]) + if normalize_and_scale_load_profile_input + if isempty(load_profile) + throw(@error("The load_profile must be provided to normalize_and_scale_load_profile_input")) + end end + # Validate consistency between reference name and optionally the percent_share for blended building types if !isnothing(doe_reference_name_input) && !(typeof(doe_reference_name_input) <: Vector{}) doe_reference_name = [doe_reference_name_input] elseif !isnothing(doe_reference_name_input) && !isempty(percent_share_input) @@ -80,27 +104,11 @@ function simulated_load(d::Dict) if !isnothing(doe_reference_name) for drn in doe_reference_name if !(drn in valid_names) - throw(@error("Invalid doe_reference_name - $doe_reference_name. Select from the following: $default_buildings")) + throw(@error("Invalid doe_reference_name - $drn. Select from the following: $valid_names")) end end end - if isnothing(load_type) - load_type = "electric" - end - - if latitude > 90 || latitude < -90 - throw(@error("latitude $latitude is out of acceptable range (-90 <= latitude <= 90)")) - end - - if longitude > 180 || longitude < -180 - throw(@error("longitude $longitude is out of acceptable range (-180 <= longitude <= 180)")) - end - - if !(load_type in ["electric","heating","cooling","space_heating","dhw","process_heat"]) - throw(@error("load_type parameter must be one of the following: 'electric', 'heating', or 'cooling'. If load_type is not specified, 'electric' is assumed.")) - end - # The following is possibly used in both load_type == "electric" and "cooling", so have to bring it out of those if-statements chiller_cop = get(d, "chiller_cop", nothing) @@ -116,7 +124,7 @@ function simulated_load(d::Dict) throw(@error("Invalid key $key for load_type=electric")) end end - if isnothing(doe_reference_name) + if isnothing(doe_reference_name) && !normalize_and_scale_load_profile_input throw(@error("Please supply a doe_reference_name and optionally scaling parameters (annual_kwh or monthly_totals_kwh).")) end # Annual loads (default is nothing) @@ -140,12 +148,18 @@ function simulated_load(d::Dict) # Build dependent inputs for electric load elec_load_inputs = Dict{Symbol, Any}() - if typeof(doe_reference_name) <: Vector{} && length(doe_reference_name) > 1 - elec_load_inputs[:blended_doe_reference_names] = doe_reference_name - elec_load_inputs[:blended_doe_reference_percents] = percent_share_list + if !normalize_and_scale_load_profile_input + if typeof(doe_reference_name) <: Vector{} && length(doe_reference_name) > 1 + elec_load_inputs[:blended_doe_reference_names] = doe_reference_name + elec_load_inputs[:blended_doe_reference_percents] = percent_share_list + else + elec_load_inputs[:doe_reference_name] = doe_reference_name[1] + end else - elec_load_inputs[:doe_reference_name] = doe_reference_name[1] + elec_load_inputs[:normalize_and_scale_load_profile_input] = normalize_and_scale_load_profile_input + elec_load_inputs[:loads_kw] = load_profile end + elec_load_inputs[:year] = year electric_load = ElectricLoad(; elec_load_inputs..., latitude=latitude, @@ -164,6 +178,8 @@ function simulated_load(d::Dict) else cooling_load_inputs[:doe_reference_name] = cooling_doe_ref_name[1] end + cooling_load_inputs[:year] = year + cooling_load = CoolingLoad(; cooling_load_inputs..., city=electric_load.city, latitude=latitude, @@ -221,8 +237,10 @@ function simulated_load(d::Dict) if !isempty(error_list) throw(@error("Invalid key(s) $error_list for load_type=heating")) end - if isnothing(doe_reference_name) + if isnothing(doe_reference_name) && !normalize_and_scale_load_profile_input throw(@error("Please supply a doe_reference_name and optional scaling parameters (annual_mmbtu or monthly_mmbtu).")) + elseif normalize_and_scale_load_profile_input + throw(@error("For normalizing and scaling a heating load profile, use one of load_type=['space_heating', 'domestic_hot_water', 'process_heat']")) end # Annual loads (default is nothing) annual_mmbtu = get(d, "annual_mmbtu", nothing) @@ -261,6 +279,7 @@ function simulated_load(d::Dict) throw(@error("addressable_load_fraction must be between 0.0 and 1.0")) end + # Build dependent inputs for heating load heating_load_inputs = Dict{Symbol, Any}() if length(doe_reference_name) > 1 heating_load_inputs[:blended_doe_reference_names] = doe_reference_name @@ -271,16 +290,19 @@ function simulated_load(d::Dict) if addressable_load_fraction != 1.0 heating_load_inputs[:addressable_load_fraction] = addressable_load_fraction end + heating_load_inputs[:year] = year # Split up the single heating fuel input for space + dhw annual_mmbtu or monthly_mmbtu into CRB profile split boiler_efficiency = get(d, "boiler_efficiency", EXISTING_BOILER_EFFICIENCY) - default_space_heating_load = SpaceHeatingLoad(; heating_load_inputs..., + default_space_heating_load = HeatingLoad(; heating_load_inputs..., + load_type="space_heating", latitude=latitude, longitude=longitude, existing_boiler_efficiency=boiler_efficiency ) - default_dhw_load = DomesticHotWaterLoad(; heating_load_inputs..., + default_dhw_load = HeatingLoad(; heating_load_inputs..., + load_type="domestic_hot_water", latitude=latitude, longitude=longitude, existing_boiler_efficiency=boiler_efficiency @@ -296,8 +318,8 @@ function simulated_load(d::Dict) dhw_monthly_fuel_mmbtu = Vector{Real}() if !isempty(monthly_mmbtu) - space_heating_monthly_energy = get_monthly_energy(default_space_heating_load.loads_kw) - dhw_monthly_energy = get_monthly_energy(default_dhw_load.loads_kw) + space_heating_monthly_energy = get_monthly_energy(default_space_heating_load.loads_kw; year=year) + dhw_monthly_energy = get_monthly_energy(default_dhw_load.loads_kw; year=year) total_monthly_energy = space_heating_monthly_energy + dhw_monthly_energy @@ -320,14 +342,16 @@ function simulated_load(d::Dict) dhw_annual_mmbtu = annual_mmbtu * dhw_fraction end - space_heating_load = SpaceHeatingLoad(; heating_load_inputs..., + space_heating_load = HeatingLoad(; heating_load_inputs..., + load_type="space_heating", latitude=latitude, longitude=longitude, annual_mmbtu=space_heating_annual_mmbtu, monthly_mmbtu=space_heating_monthly_mmbtu, existing_boiler_efficiency=boiler_efficiency ) - dhw_load = DomesticHotWaterLoad(; heating_load_inputs..., + dhw_load = HeatingLoad(; heating_load_inputs..., + load_type="domestic_hot_water", latitude=latitude, longitude=longitude, annual_mmbtu=dhw_annual_mmbtu, @@ -364,7 +388,7 @@ function simulated_load(d::Dict) return response end - if load_type in ["space_heating", "dhw", "process_heat"] + if load_type in ["space_heating", "domestic_hot_water", "process_heat"] error_list = [] for key in keys(d) if occursin("_kw", key) || occursin("_ton", key) @@ -372,10 +396,10 @@ function simulated_load(d::Dict) end end if !isempty(error_list) - throw(@error("Invalid key(s) $error_list for load_type=[space_heating, dhw, or process_heat")) + throw(@error("Invalid key(s) $error_list for load_type=[space_heating, domestic_hot_water, or process_heat")) end - if isnothing(doe_reference_name) - throw(@error("Please supply a doe_reference_name and optional scaling parameters (annual_mmbtu or monthly_mmbtu).")) + if isnothing(doe_reference_name) && !normalize_and_scale_load_profile_input + throw(@error("Please supply a doe_reference_name or industrial_reference_name and optional scaling parameters (annual_mmbtu or monthly_mmbtu).")) end # Annual loads (default is nothing) annual_mmbtu = get(d, "annual_mmbtu", nothing) @@ -416,35 +440,36 @@ function simulated_load(d::Dict) boiler_efficiency = get(d, "boiler_efficiency", EXISTING_BOILER_EFFICIENCY) + # Build dependent inputs for Heating load heating_load_inputs = Dict{Symbol, Any}() - if load_type == "process_heat" - if length(doe_reference_name) > 1 - heating_load_inputs[:blended_industry_reference_names] = doe_reference_name - heating_load_inputs[:blended_industry_reference_percents] = percent_share_list + if !normalize_and_scale_load_profile_input + if load_type == "process_heat" + if length(doe_reference_name) > 1 + heating_load_inputs[:blended_industrial_reference_names] = doe_reference_name + heating_load_inputs[:blended_industrial_reference_percents] = percent_share_list + else + heating_load_inputs[:industrial_reference_name] = doe_reference_name[1] + end else - heating_load_inputs[:industry_reference_name] = doe_reference_name[1] + if length(doe_reference_name) > 1 + heating_load_inputs[:blended_doe_reference_names] = doe_reference_name + heating_load_inputs[:blended_doe_reference_percents] = percent_share_list + else + heating_load_inputs[:doe_reference_name] = doe_reference_name[1] + end end else - if length(doe_reference_name) > 1 - heating_load_inputs[:blended_doe_reference_names] = doe_reference_name - heating_load_inputs[:blended_doe_reference_percents] = percent_share_list - else - heating_load_inputs[:doe_reference_name] = doe_reference_name[1] - end + heating_load_inputs[:normalize_and_scale_load_profile_input] = normalize_and_scale_load_profile_input + heating_load_inputs[:fuel_loads_mmbtu_per_hour] = load_profile end + if addressable_load_fraction != 1.0 heating_load_inputs[:addressable_load_fraction] = addressable_load_fraction end - - if load_type == "space_heating" - constructor = SpaceHeatingLoad - elseif load_type == "dhw" - constructor = DomesticHotWaterLoad - elseif load_type == "process_heat" - constructor = ProcessHeatLoad - end + heating_load_inputs[:year] = year - heating_load = constructor(; heating_load_inputs..., + heating_load = HeatingLoad(; heating_load_inputs..., + load_type = load_type, latitude=latitude, longitude=longitude, annual_mmbtu=annual_mmbtu, @@ -453,9 +478,10 @@ function simulated_load(d::Dict) ) load_series = heating_load.loads_kw ./ boiler_efficiency ./ KWH_PER_MMBTU # [MMBtu/hr fuel] - heating_monthly_energy = get_monthly_energy(load_series) + heating_monthly_energy = get_monthly_energy(load_series; year=year) response = Dict([ + ("load_type", load_type), ("loads_mmbtu_per_hour", round.(load_series, digits=3)), ("annual_mmbtu", round(sum(load_series), digits=3)), ("monthly_mmbtu", round.(heating_monthly_energy, digits=3)), @@ -476,10 +502,7 @@ function simulated_load(d::Dict) end if !isempty(error_list) throw(@error("Invalid key(s) $error_list for load_type=cooling")) - end - if isnothing(doe_reference_name) - throw(@error("Please supply a doe_reference_name and optional scaling parameters (annual_tonhour or monthly_tonhour).")) - end + end # First check if one of the "fraction" inputs were given, which supersedes doe_reference_name annual_fraction = get(d, "annual_fraction", nothing) @@ -510,9 +533,12 @@ function simulated_load(d::Dict) throw(@error("monthly_fraction must contain a value between 0-1 for each month, and it is not valid for these months: $bad_index")) end end - days_in_month = [31, 28, 31, 30, 31, 30, 31, 31, 30, 31, 30, 31] # Only relevant for 2017 the CRB year, not for leap year + days_in_month = [daysinmonth(Date(string(year) * "-" * string(month))) for month in 1:12] fraction_series = [] for i in 1:12 + if month == 12 && isleapyear(year) + days_in_month[i] -= 1 + end append!(fraction_series, fill!(zeros(days_in_month[i] * 24), monthly_fraction[i])) end response = Dict([ @@ -557,7 +583,8 @@ function simulated_load(d::Dict) cooling_load_inputs[:blended_doe_reference_percents] = percent_share_list else cooling_load_inputs[:doe_reference_name] = doe_reference_name[1] - end + end + cooling_load_inputs[:year] = year cooling_load = CoolingLoad(; cooling_load_inputs..., latitude = latitude, diff --git a/src/core/site.jl b/src/core/site.jl index b9185cadb..dbae1e07d 100644 --- a/src/core/site.jl +++ b/src/core/site.jl @@ -17,8 +17,10 @@ Inputs related to the physical location: bau_grid_emissions_lb_CO2_per_year::Union{Float64, Nothing} = nothing, renewable_electricity_min_fraction::Real = 0.0, renewable_electricity_max_fraction::Union{Float64, Nothing} = nothing, + include_grid_renewable_fraction_in_RE_constraints::Bool = false, include_exported_elec_emissions_in_total::Bool = true, include_exported_renewable_electricity_in_total::Bool = true, + outdoor_air_temperature_degF::Union{Nothing, Array{<:Real,1}} = nothing, ``` """ mutable struct Site @@ -36,8 +38,10 @@ mutable struct Site bau_grid_emissions_lb_CO2_per_year renewable_electricity_min_fraction renewable_electricity_max_fraction + include_grid_renewable_fraction_in_RE_constraints include_exported_elec_emissions_in_total include_exported_renewable_electricity_in_total + outdoor_air_temperature_degF node # TODO validate that multinode Sites do not share node numbers? Or just raise warning function Site(; latitude::Real, @@ -52,8 +56,10 @@ mutable struct Site bau_grid_emissions_lb_CO2_per_year::Union{Float64, Nothing} = nothing, renewable_electricity_min_fraction::Union{Float64, Nothing} = nothing, renewable_electricity_max_fraction::Union{Float64, Nothing} = nothing, + include_grid_renewable_fraction_in_RE_constraints::Bool = false, include_exported_elec_emissions_in_total::Bool = true, include_exported_renewable_electricity_in_total::Bool = true, + outdoor_air_temperature_degF::Union{Nothing, Array{<:Real,1}} = nothing, node::Int = 1, ) invalid_args = String[] @@ -76,7 +82,7 @@ mutable struct Site mg_tech_sizes_equal_grid_sizes, CO2_emissions_reduction_min_fraction, CO2_emissions_reduction_max_fraction, bau_emissions_lb_CO2_per_year, bau_grid_emissions_lb_CO2_per_year, renewable_electricity_min_fraction, - renewable_electricity_max_fraction, include_exported_elec_emissions_in_total, - include_exported_renewable_electricity_in_total, node) + renewable_electricity_max_fraction, include_grid_renewable_fraction_in_RE_constraints, include_exported_elec_emissions_in_total, + include_exported_renewable_electricity_in_total, outdoor_air_temperature_degF, node) end end \ No newline at end of file diff --git a/src/core/steam_turbine.jl b/src/core/steam_turbine.jl index 119935c5d..105675464 100644 --- a/src/core/steam_turbine.jl +++ b/src/core/steam_turbine.jl @@ -20,11 +20,16 @@ installed_cost_per_kw::Float64 = NaN # Installed cost based on electric power capacity om_cost_per_kw::Float64 = 0.0 # Fixed O&M cost based on electric power capacity om_cost_per_kwh::Float64 = NaN # Variable O&M based on electric energy produced - + production_incentive_per_kwh::Float64 = 0.0 # revenue from production incentive per kWh electricity produced, including curtailment + production_incentive_max_benefit::Float64 = 1.0e9 # maximum allowable annual revenue from production incentives + production_incentive_years::Int = 0 # number of year in which production incentives are paid + production_incentive_max_kw::Float64 = 1.0e9 # maximum allowable system size to receive production incentives + can_net_meter::Bool = false can_wholesale::Bool = false can_export_beyond_nem_limit::Bool = false can_curtail::Bool = false + can_waste_heat::Bool = false can_serve_dhw::Bool = true can_serve_space_heating::Bool = true can_serve_process_heat::Bool = true @@ -53,11 +58,16 @@ Base.@kwdef mutable struct SteamTurbine <: AbstractSteamTurbine installed_cost_per_kw::Float64 = NaN om_cost_per_kw::Float64 = 0.0 om_cost_per_kwh::Float64 = NaN + production_incentive_per_kwh::Float64 = 0.0 + production_incentive_max_benefit::Float64 = 1.0e9 + production_incentive_years::Int = 0 + production_incentive_max_kw::Float64 = 1.0e9 can_net_meter::Bool = false can_wholesale::Bool = false can_export_beyond_nem_limit::Bool = false can_curtail::Bool = false + can_waste_heat::Bool = false can_serve_dhw::Bool = true can_serve_space_heating::Bool = true can_serve_process_heat::Bool = true diff --git a/src/core/techs.jl b/src/core/techs.jl index 0b12536e2..10e6e966a 100644 --- a/src/core/techs.jl +++ b/src/core/techs.jl @@ -288,47 +288,47 @@ function Techs(s::Scenario) end if !isnothing(s.ashp) - push!(all_techs, "ASHP_SpaceHeater") - push!(heating_techs, "ASHP_SpaceHeater") - push!(electric_heaters, "ASHP_SpaceHeater") - push!(ashp_techs, "ASHP_SpaceHeater") + push!(all_techs, "ASHPSpaceHeater") + push!(heating_techs, "ASHPSpaceHeater") + push!(electric_heaters, "ASHPSpaceHeater") + push!(ashp_techs, "ASHPSpaceHeater") if s.ashp.can_supply_steam_turbine - push!(techs_can_supply_steam_turbine, "ASHP_SpaceHeater") + push!(techs_can_supply_steam_turbine, "ASHPSpaceHeater") end if s.ashp.can_serve_space_heating - push!(techs_can_serve_space_heating, "ASHP_SpaceHeater") + push!(techs_can_serve_space_heating, "ASHPSpaceHeater") end if s.ashp.can_serve_dhw - push!(techs_can_serve_dhw, "ASHP_SpaceHeater") + push!(techs_can_serve_dhw, "ASHPSpaceHeater") end if s.ashp.can_serve_process_heat - push!(techs_can_serve_process_heat, "ASHP_SpaceHeater") + push!(techs_can_serve_process_heat, "ASHPSpaceHeater") end if s.ashp.can_serve_cooling - push!(cooling_techs, "ASHP_SpaceHeater") + push!(cooling_techs, "ASHPSpaceHeater") end end if !isnothing(s.ashp_wh) - push!(all_techs, "ASHP_WaterHeater") - push!(heating_techs, "ASHP_WaterHeater") - push!(electric_heaters, "ASHP_WaterHeater") - push!(ashp_techs, "ASHP_WaterHeater") - push!(ashp_wh_techs, "ASHP_WaterHeater") + push!(all_techs, "ASHPWaterHeater") + push!(heating_techs, "ASHPWaterHeater") + push!(electric_heaters, "ASHPWaterHeater") + push!(ashp_techs, "ASHPWaterHeater") + push!(ashp_wh_techs, "ASHPWaterHeater") if s.ashp_wh.can_supply_steam_turbine - push!(techs_can_supply_steam_turbine, "ASHP_WaterHeater") + push!(techs_can_supply_steam_turbine, "ASHPWaterHeater") end if s.ashp_wh.can_serve_space_heating - push!(techs_can_serve_space_heating, "ASHP_WaterHeater") + push!(techs_can_serve_space_heating, "ASHPWaterHeater") end if s.ashp_wh.can_serve_dhw - push!(techs_can_serve_dhw, "ASHP_WaterHeater") + push!(techs_can_serve_dhw, "ASHPWaterHeater") end if s.ashp_wh.can_serve_process_heat - push!(techs_can_serve_process_heat, "ASHP_WaterHeater") + push!(techs_can_serve_process_heat, "ASHPWaterHeater") end if s.ashp_wh.can_serve_cooling - push!(cooling_techs, "ASHP_WaterHeater") + push!(cooling_techs, "ASHPWaterHeater") end end @@ -337,11 +337,6 @@ function Techs(s::Scenario) append!(providing_oper_res, pvtechs) end - if s.settings.off_grid_flag - append!(requiring_oper_res, pvtechs) - append!(providing_oper_res, pvtechs) - end - if sum(s.dhw_load.loads_kw) == 0.0 techs_can_serve_dhw = String[] end diff --git a/src/core/types.jl b/src/core/types.jl index 6ed1eb96b..251f79155 100644 --- a/src/core/types.jl +++ b/src/core/types.jl @@ -47,6 +47,7 @@ mutable struct Techs can_serve_process_heat::Vector{String} ghp::Vector{String} ashp::Vector{String} + ashp_wh::Vector{String} end ``` """ diff --git a/src/core/urdb.jl b/src/core/urdb.jl index aea0dcc83..b9841667e 100644 --- a/src/core/urdb.jl +++ b/src/core/urdb.jl @@ -224,7 +224,7 @@ function parse_urdb_energy_costs(d::Dict, year::Int; time_steps_per_hour=1, bigM end n_days = daysinmonth(Date(string(year) * "-" * string(month))) - if month == 2 && isleapyear(year) + if month == 12 && isleapyear(year) n_days -= 1 end @@ -408,11 +408,11 @@ return Array{Int, 1} for time_steps in ratchet (aka period) function get_tou_demand_steps(d::Dict; year::Int, month::Int, period::Int, time_steps_per_hour=1) if month > 1 plus_days = 0 + if month == 12 && isleapyear(year) + plus_days -= 1 + end for m in range(1, stop=month-1) plus_days += daysinmonth(Date(string(year) * "-" * string(m))) - if m == 2 && isleapyear(year) - plus_days -= 1 - end end start_hour = 1 + plus_days * 24 start_step = 1 + plus_days * 24 * time_steps_per_hour diff --git a/src/core/utils.jl b/src/core/utils.jl index 749ceecfa..66e159d34 100644 --- a/src/core/utils.jl +++ b/src/core/utils.jl @@ -1,4 +1,9 @@ # REopt®, Copyright (c) Alliance for Sustainable Energy, LLC. See also https://github.com/NREL/REopt.jl/blob/master/LICENSE. +function time_step_wrap_around(time_step::Int; time_steps_per_hour::Int=1)::Int + time_steps_per_year = 8760 * time_steps_per_hour + ((time_step - 1) % time_steps_per_year) + 1 +end + function solver_is_compatible_with_indicator_constraints(solver_name::String)::Bool return any(lowercase.(INDICATOR_COMPATIBLE_SOLVERS) .== lowercase(solver_name)) end @@ -153,7 +158,7 @@ function dictkeys_tosymbols(d::Dict) "elec_consumption_factor_series", "monthly_energy_rates", "monthly_demand_rates", "blended_doe_reference_percents", - "blended_industry_reference_percents", + "blended_industrial_reference_percents", "coincident_peak_load_charge_per_kw", "grid_draw_limit_kw_by_time_step", "export_limit_kw_by_time_step", "outage_probabilities", @@ -161,6 +166,13 @@ function dictkeys_tosymbols(d::Dict) "emissions_factor_series_lb_NOx_per_kwh", "emissions_factor_series_lb_SO2_per_kwh", "emissions_factor_series_lb_PM25_per_kwh", + "renewable_energy_fraction_series", + "heating_cop_reference", + "heating_cf_reference", + "heating_reference_temps_degF", + "cooling_cop_reference", + "cooling_cf_reference", + "cooling_reference_temps_degF", #for ERP "pv_production_factor_series", "wind_production_factor_series", "battery_starting_soc_series_fraction", @@ -174,7 +186,7 @@ function dictkeys_tosymbols(d::Dict) end if k in [ "blended_doe_reference_names", - "blended_industry_reference_names" + "blended_industrial_reference_names" ] try v = convert(Array{String, 1}, v) @@ -541,7 +553,7 @@ function get_monthly_time_steps(year::Int; time_steps_per_hour=1) for m in range(1, stop=12) n_days = daysinmonth(Date(string(year) * "-" * string(m))) stop = n_days * 24 * time_steps_per_hour + i - 1 - if m == 2 && isleapyear(year) + if m == 12 && isleapyear(year) stop -= 24 * time_steps_per_hour # TODO support extra day in leap years? end steps = [step for step in range(i, stop=stop)] @@ -587,4 +599,18 @@ function check_api_key() Within your Julia environment, specify ENV['NREL_DEVELOPER_API_KEY']='your API key' See https://nrel.github.io/REopt.jl/dev/ for more information.")) end +end + +function check_api_email() + if isempty(get(ENV, "NREL_DEVELOPER_EMAIL", "")) + throw(@error("No NREL Developer API Email provided when trying to call PVWatts or Wind Toolkit. + Within your Julia environment, specify ENV['NREL_DEVELOPER_EMAIL']='your contact email' + See https://nrel.github.io/REopt.jl/dev/ for more information.")) + end +end + +function error_if_series_vals_not_0_to_1(series, input_struct_name, input_name) + if any(x -> x < 0 || x > 1, series) + throw(@error("All values in the provided $(input_struct_name) $(input_name) must be between 0 and 1.")) + end end \ No newline at end of file diff --git a/src/core/wind.jl b/src/core/wind.jl index 74ebd62cb..9492874b9 100644 --- a/src/core/wind.jl +++ b/src/core/wind.jl @@ -26,10 +26,10 @@ utility_ibi_max = 1.0e10, utility_rebate_per_kw = 0.0, utility_rebate_max = 1.0e10, - production_incentive_per_kwh = 0.0, - production_incentive_max_benefit = 1.0e9, - production_incentive_years = 1, - production_incentive_max_kw = 1.0e9, + production_incentive_per_kwh::Float64 = 0.0 # revenue from production incentive per kWh electricity produced, including curtailment + production_incentive_max_benefit::Float64 = 1.0e9 # maximum allowable annual revenue from production incentives + production_incentive_years::Int = 0 # number of year in which production incentives are paid + production_incentive_max_kw::Float64 = 1.0e9 # maximum allowable system size to receive production incentives can_net_meter = true, can_wholesale = true, can_export_beyond_nem_limit = true diff --git a/src/mpc/inputs.jl b/src/mpc/inputs.jl index 9bf13a105..3aeece174 100644 --- a/src/mpc/inputs.jl +++ b/src/mpc/inputs.jl @@ -20,7 +20,7 @@ struct MPCInputs <: AbstractInputs ratchets::UnitRange techs_by_exportbin::DenseAxisArray{Array{String,1}} # indexed on [:NEM, :WHL] export_bins_by_tech::Dict{String, Array{Symbol, 1}} - cop::Dict{String, Float64} # (techs.cooling) + cooling_cop::Dict{String, Array{Float64,1}} # (techs.cooling, time_steps) thermal_cop::Dict{String, Float64} # (techs.absorption_chiller) ghp_options::UnitRange{Int64} # Range of the number of GHP options fuel_cost_per_kwh::Dict{String, AbstractArray} # Fuel cost array for all time_steps @@ -66,7 +66,7 @@ function MPCInputs(s::MPCScenario) # TODO implement export bins by tech (rather than assuming that all techs share the export_bins) #Placeholder COP because the REopt model expects it - cop = Dict("ExistingChiller" => s.cooling_load.cop) + cooling_cop = Dict("ExistingChiller" => ones(length(s.electric_load.loads_kw)) .* s.cooling_load.cop) thermal_cop = Dict{String, Float64}() ghp_options = 1:0 heating_loads = Vector{String}() @@ -92,7 +92,7 @@ function MPCInputs(s::MPCScenario) 1:length(s.electric_tariff.tou_demand_ratchet_time_steps), # ratchets techs_by_exportbin, export_bins_by_tech, - cop, + cooling_cop, thermal_cop, ghp_options, # s.site.min_resil_time_steps, diff --git a/src/mpc/model.jl b/src/mpc/model.jl index 06d62a814..d40a80da3 100644 --- a/src/mpc/model.jl +++ b/src/mpc/model.jl @@ -104,19 +104,18 @@ function build_mpc!(m::JuMP.AbstractModel, p::MPCInputs) add_general_storage_dispatch_constraints(m, p, b) if b in p.s.storage.types.elec add_elec_storage_dispatch_constraints(m, p, b) + elseif b in p.s.storage.types.hot + add_hot_thermal_storage_dispatch_constraints(m, p, b) elseif b in p.s.storage.types.cold add_cold_thermal_storage_dispatch_constraints(m, p, b) - elseif !(b in p.s.storage.types.hot) + else throw(@error("Invalid storage does not fall in a thermal or electrical set")) end end end - if !isempty(p.s.storage.types.hot) - add_hot_thermal_storage_dispatch_constraints(m, p) - end if any(size_kw->size_kw > 0, (p.s.storage.attr[b].size_kw for b in p.s.storage.types.all)) - add_storage_sum_constraints(m, p) + add_storage_sum_grid_constraints(m, p) end add_production_constraints(m, p) diff --git a/src/mpc/model_multinode.jl b/src/mpc/model_multinode.jl index 25bd4c815..047f9f3a3 100644 --- a/src/mpc/model_multinode.jl +++ b/src/mpc/model_multinode.jl @@ -71,19 +71,18 @@ function build_mpc!(m::JuMP.AbstractModel, ps::AbstractVector{MPCInputs}) add_general_storage_dispatch_constraints(m, p, b; _n=_n) if b in p.s.storage.types.elec add_elec_storage_dispatch_constraints(m, p, b; _n=_n) + elseif b in p.s.storage.types.hot + add_hot_thermal_storage_dispatch_constraints(m, p, b; _n=_n) elseif b in p.s.storage.types.cold add_cold_thermal_storage_dispatch_constraints(m, p, b; _n=_n) - elseif !(b in p.s.storage.types.hot) - @error("Invalid storage does not fall in a thermal or electrical set") + else + throw(@error("Invalid storage does not fall in a thermal or electrical set")) end end end - if !isempty(p.s.storage.types.hot) - add_hot_thermal_storage_dispatch_constraints(m, p; _n=_n) - end if any(size_kw->size_kw > 0, (p.s.storage.attr[b].size_kw for b in p.s.storage.types.elec)) - add_storage_sum_constraints(m, p; _n=_n) + add_storage_sum_grid_constraints(m, p; _n=_n) end add_production_constraints(m, p; _n=_n) diff --git a/src/results/ashp.jl b/src/results/ashp.jl index 0114bf51a..9a34682c0 100644 --- a/src/results/ashp.jl +++ b/src/results/ashp.jl @@ -1,7 +1,7 @@ # REopt®, Copyright (c) Alliance for Sustainable Energy, LLC. See also https://github.com/NREL/REopt.jl/blob/master/LICENSE. """ -`ASHP_SpaceHeater` results keys: +`ASHPSpaceHeater` results keys: - `size_ton` # Thermal production capacity size of the ASHP [ton/hr] - `electric_consumption_series_kw` # Fuel consumption series [kW] - `annual_electric_consumption_kwh` # Fuel consumed in a year [kWh] @@ -23,72 +23,77 @@ function add_ashp_results(m::JuMP.AbstractModel, p::REoptInputs, d::Dict; _n="") r = Dict{String, Any}() - r["size_ton"] = round(value(m[Symbol("dvSize"*_n)]["ASHP_SpaceHeater"]) / KWH_THERMAL_PER_TONHOUR, digits=3) + r["size_ton"] = round(p.s.ashp.sizing_factor * value(m[Symbol("dvSize"*_n)]["ASHPSpaceHeater"]) / KWH_THERMAL_PER_TONHOUR, digits=3) @expression(m, ASHPElectricConsumptionSeries[ts in p.time_steps], - p.hours_per_time_step * sum(m[:dvHeatingProduction]["ASHP_SpaceHeater",q,ts] for q in p.heating_loads) - / p.heating_cop["ASHP_SpaceHeater"][ts] + p.hours_per_time_step * sum(m[:dvHeatingProduction]["ASHPSpaceHeater",q,ts] for q in p.heating_loads) + / p.heating_cop["ASHPSpaceHeater"][ts] ) @expression(m, ASHPThermalProductionSeries[ts in p.time_steps], - sum(m[:dvHeatingProduction]["ASHP_SpaceHeater",q,ts] for q in p.heating_loads)) # TODO add cooling + sum(m[:dvHeatingProduction]["ASHPSpaceHeater",q,ts] for q in p.heating_loads)) # TODO add cooling r["thermal_production_series_mmbtu_per_hour"] = round.(value.(ASHPThermalProductionSeries) / KWH_PER_MMBTU, digits=5) r["annual_thermal_production_mmbtu"] = round(sum(r["thermal_production_series_mmbtu_per_hour"]), digits=3) if !isempty(p.s.storage.types.hot) @expression(m, ASHPToHotTESKW[ts in p.time_steps], - sum(m[:dvHeatToStorage][b,"ASHP_SpaceHeater",q,ts] for b in p.s.storage.types.hot, q in p.heating_loads) + sum(m[:dvHeatToStorage][b,"ASHPSpaceHeater",q,ts] for b in p.s.storage.types.hot, q in p.heating_loads) ) @expression(m, ASHPToHotTESByQualityKW[q in p.heating_loads, ts in p.time_steps], - sum(m[:dvHeatToStorage][b,"ASHP_SpaceHeater",q,ts] for b in p.s.storage.types.hot) + sum(m[:dvHeatToStorage][b,"ASHPSpaceHeater",q,ts] for b in p.s.storage.types.hot) ) else @expression(m, ASHPToHotTESKW[ts in p.time_steps], 0.0) @expression(m, ASHPToHotTESByQualityKW[q in p.heating_loads, ts in p.time_steps], 0.0) end r["thermal_to_storage_series_mmbtu_per_hour"] = round.(value.(ASHPToHotTESKW) / KWH_PER_MMBTU, digits=3) - + @expression(m, ASHPToWaste[ts in p.time_steps], + sum(m[:dvProductionToWaste]["ASHPSpaceHeater", q, ts] for q in p.heating_loads) + ) + @expression(m, ASHPToWasteByQualityKW[q in p.heating_loads, ts in p.time_steps], + m[:dvProductionToWaste]["ASHPSpaceHeater",q,ts] + ) @expression(m, ASHPToLoad[ts in p.time_steps], - sum(m[:dvHeatingProduction]["ASHP_SpaceHeater", q, ts] for q in p.heating_loads) - ASHPToHotTESKW[ts] + sum(m[:dvHeatingProduction]["ASHPSpaceHeater", q, ts] for q in p.heating_loads) - ASHPToHotTESKW[ts] - ASHPToWaste[ts] ) r["thermal_to_load_series_mmbtu_per_hour"] = round.(value.(ASHPToLoad) ./ KWH_PER_MMBTU, digits=3) if "SpaceHeating" in p.heating_loads && p.s.ashp.can_serve_space_heating @expression(m, ASHPToSpaceHeatingKW[ts in p.time_steps], - m[:dvHeatingProduction]["ASHP_SpaceHeater","SpaceHeating",ts] - ASHPToHotTESByQualityKW["SpaceHeating",ts] + m[:dvHeatingProduction]["ASHPSpaceHeater","SpaceHeating",ts] - ASHPToHotTESByQualityKW["SpaceHeating",ts] - ASHPToWasteByQualityKW["SpaceHeating",ts] ) else @expression(m, ASHPToSpaceHeatingKW[ts in p.time_steps], 0.0) end r["thermal_to_space_heating_load_series_mmbtu_per_hour"] = round.(value.(ASHPToSpaceHeatingKW ./ KWH_PER_MMBTU), digits=5) - if "ASHP_SpaceHeater" in p.techs.cooling && sum(p.s.cooling_load.loads_kw_thermal) > 0.0 + if "ASHPSpaceHeater" in p.techs.cooling && sum(p.s.cooling_load.loads_kw_thermal) > 0.0 @expression(m, ASHPtoColdTES[ts in p.time_steps], - sum(m[:dvProductionToStorage][b,"ASHP_SpaceHeater",ts] for b in p.s.storage.types.cold) + sum(m[:dvProductionToStorage][b,"ASHPSpaceHeater",ts] for b in p.s.storage.types.cold) ) r["thermal_to_storage_series_ton"] = round.(value.(ASHPtoColdTES ./ KWH_THERMAL_PER_TONHOUR), digits=3) @expression(m, ASHPtoColdLoad[ts in p.time_steps], - sum(m[:dvCoolingProduction]["ASHP_SpaceHeater", ts]) - ASHPtoColdTES[ts] + sum(m[:dvCoolingProduction]["ASHPSpaceHeater", ts]) - ASHPtoColdTES[ts] ) r["thermal_to_load_series_ton"] = round.(value.(ASHPtoColdLoad ./ KWH_THERMAL_PER_TONHOUR), digits=3) @expression(m, Year1ASHPColdThermalProd, - p.hours_per_time_step * sum(m[:dvCoolingProduction]["ASHP_SpaceHeater", ts] for ts in p.time_steps) + p.hours_per_time_step * sum(m[:dvCoolingProduction]["ASHPSpaceHeater", ts] for ts in p.time_steps) ) r["annual_thermal_production_tonhour"] = round(value(Year1ASHPColdThermalProd / KWH_THERMAL_PER_TONHOUR), digits=3) @expression(m, ASHPColdElectricConsumptionSeries[ts in p.time_steps], - p.hours_per_time_step * m[:dvCoolingProduction]["ASHP_SpaceHeater",ts] / p.cooling_cop["ASHP_SpaceHeater"][ts] + p.hours_per_time_step * m[:dvCoolingProduction]["ASHPSpaceHeater",ts] / p.cooling_cop["ASHPSpaceHeater"][ts] ) - r["cooling_cop"] = p.cooling_cop["ASHP_SpaceHeater"] - r["cooling_cf"] = p.cooling_cf["ASHP_SpaceHeater"] + r["cooling_cop"] = p.cooling_cop["ASHPSpaceHeater"] + r["cooling_cf"] = p.cooling_cf["ASHPSpaceHeater"] else r["thermal_to_storage_series_ton"] = zeros(length(p.time_steps)) r["thermal_to_load_series_ton"] = zeros(length(p.time_steps)) r["annual_thermal_production_tonhour"] = 0.0 - @expression(m, ASHPColdElectricConsumptionSeries, 0.0) + @expression(m, ASHPColdElectricConsumptionSeries[ts in p.time_steps], 0.0) r["cooling_cop"] = zeros(length(p.time_steps)) r["cooling_cf"] = zeros(length(p.time_steps)) end @@ -98,16 +103,16 @@ function add_ashp_results(m::JuMP.AbstractModel, p::REoptInputs, d::Dict; _n="") r["annual_electric_consumption_kwh"] = p.hours_per_time_step * sum(r["electric_consumption_series_kw"]) r["annual_electric_consumption_for_cooling_kwh"] = p.hours_per_time_step * sum(r["electric_consumption_for_cooling_series_kw"]) r["annual_electric_consumption_for_heating_kwh"] = p.hours_per_time_step * sum(r["electric_consumption_for_heating_series_kw"]) - r["heating_cop"] = p.heating_cop["ASHP_SpaceHeater"] - r["heating_cf"] = p.heating_cf["ASHP_SpaceHeater"] + r["heating_cop"] = p.heating_cop["ASHPSpaceHeater"] + r["heating_cf"] = p.heating_cf["ASHPSpaceHeater"] - d["ASHP_SpaceHeater"] = r + d["ASHPSpaceHeater"] = r nothing end """ -`ASHP_WaterHeater` results keys: -- `size_ton` # Thermal production capacity size of the ASHP_WaterHeater [ton/hr] +`ASHPWaterHeater` results keys: +- `size_ton` # Thermal production capacity size of the ASHPWaterHeater [ton/hr] - `electric_consumption_series_kw` # Fuel consumption series [kW] - `annual_electric_consumption_kwh` # Fuel consumed in a year [kWh] - `thermal_production_series_mmbtu_per_hour` # Thermal heating energy production series [MMBtu/hr] @@ -124,7 +129,7 @@ end function add_ashp_wh_results(m::JuMP.AbstractModel, p::REoptInputs, d::Dict; _n="") r = Dict{String, Any}() - r["size_ton"] = round(value(m[Symbol("dvSize"*_n)]["ASHP_WaterHeater"]) / KWH_THERMAL_PER_TONHOUR, digits=3) + r["size_ton"] = round(p.s.ashp_wh.sizing_factor * value(m[Symbol("dvSize"*_n)]["ASHPWaterHeater"]) / KWH_THERMAL_PER_TONHOUR, digits=3) @expression(m, ASHPWHElectricConsumptionSeries[ts in p.time_steps], p.hours_per_time_step * sum(m[:dvHeatingProduction][t,q,ts] / p.heating_cop[t][ts] for q in p.heating_loads, t in p.techs.ashp_wh) @@ -138,25 +143,30 @@ function add_ashp_wh_results(m::JuMP.AbstractModel, p::REoptInputs, d::Dict; _n= if !isempty(p.s.storage.types.hot) @expression(m, ASHPWHToHotTESKW[ts in p.time_steps], - sum(m[:dvHeatToStorage][b,"ASHP_WaterHeater",q,ts] for b in p.s.storage.types.hot, q in p.heating_loads) + sum(m[:dvHeatToStorage][b,"ASHPWaterHeater",q,ts] for b in p.s.storage.types.hot, q in p.heating_loads) ) @expression(m, ASHPWHToHotTESByQualityKW[q in p.heating_loads, ts in p.time_steps], - sum(m[:dvHeatToStorage][b,"ASHP_WaterHeater",q,ts] for b in p.s.storage.types.hot) + sum(m[:dvHeatToStorage][b,"ASHPWaterHeater",q,ts] for b in p.s.storage.types.hot) ) else @expression(m, ASHPWHToHotTESKW[ts in p.time_steps], 0.0) @expression(m, ASHPWHToHotTESByQualityKW[q in p.heating_loads, ts in p.time_steps], 0.0) end r["thermal_to_storage_series_mmbtu_per_hour"] = round.(value.(ASHPWHToHotTESKW) / KWH_PER_MMBTU, digits=3) - - @expression(m, ASHPWHToLoad[ts in p.time_steps], - sum(m[:dvHeatingProduction]["ASHP_WaterHeater", q, ts] for q in p.heating_loads) - ASHPWHToHotTESKW[ts] + @expression(m, ASHPWHToWaste[ts in p.time_steps], + sum(m[:dvProductionToWaste]["ASHPWaterHeater", q, ts] for q in p.heating_loads) + ) + @expression(m, ASHPWHToWasteByQualityKW[q in p.heating_loads, ts in p.time_steps], + m[:dvProductionToWaste]["ASHPWaterHeater",q,ts] + ) + @expression(m, ASHPWHToLoad[ts in p.time_steps], + sum(m[:dvHeatingProduction]["ASHPWaterHeater", q, ts] for q in p.heating_loads) - ASHPWHToHotTESKW[ts] - ASHPWHToWaste[ts] ) r["thermal_to_load_series_mmbtu_per_hour"] = round.(value.(ASHPWHToLoad) ./ KWH_PER_MMBTU, digits=3) if "DomesticHotWater" in p.heating_loads && p.s.ashp_wh.can_serve_dhw @expression(m, ASHPWHToDHWKW[ts in p.time_steps], - m[:dvHeatingProduction]["ASHP_WaterHeater","DomesticHotWater",ts] - ASHPWHToHotTESByQualityKW["DomesticHotWater",ts] + m[:dvHeatingProduction]["ASHPWaterHeater","DomesticHotWater",ts] - ASHPWHToHotTESByQualityKW["DomesticHotWater",ts] - ASHPWHToWasteByQualityKW["DomesticHotWater",ts] ) else @expression(m, ASHPWHToDHWKW[ts in p.time_steps], 0.0) @@ -165,9 +175,9 @@ function add_ashp_wh_results(m::JuMP.AbstractModel, p::REoptInputs, d::Dict; _n= r["electric_consumption_series_kw"] = round.(value.(ASHPWHElectricConsumptionSeries), digits=3) r["annual_electric_consumption_kwh"] = p.hours_per_time_step * sum(r["electric_consumption_series_kw"]) - r["heating_cop"] = p.heating_cop["ASHP_SpaceHeater"] - r["heating_cf"] = p.heating_cf["ASHP_SpaceHeater"] + r["heating_cop"] = p.heating_cop["ASHPSpaceHeater"] + r["heating_cf"] = p.heating_cf["ASHPSpaceHeater"] - d["ASHP_WaterHeater"] = r + d["ASHPWaterHeater"] = r nothing end \ No newline at end of file diff --git a/src/results/boiler.jl b/src/results/boiler.jl index cacdfb695..0bfb119ec 100644 --- a/src/results/boiler.jl +++ b/src/results/boiler.jl @@ -10,7 +10,8 @@ - `thermal_to_steamturbine_series_mmbtu_per_hour` # Thermal power production to SteamTurbine series [MMBtu/hr] - `thermal_to_load_series_mmbtu_per_hour` # Thermal power production to serve the heating load series [MMBtu/hr] - `lifecycle_fuel_cost_after_tax` # Life cycle fuel cost [\$] -- `year_one_fuel_cost_before_tax` # Year one fuel cost [\$] +- `year_one_fuel_cost_before_tax` # Year one fuel cost, before tax [\$] +- `year_one_fuel_cost_after_tax` # Year one fuel cost, after tax [\$] - `lifecycle_per_unit_prod_om_costs` # Life cycle production-based O&M cost [\$] !!! note "'Series' and 'Annual' energy outputs are average annual" @@ -18,7 +19,6 @@ Therefore, all timeseries (`_series`) and `annual_` results should be interpretted as energy outputs averaged over the analysis period. """ - function add_boiler_results(m::JuMP.AbstractModel, p::REoptInputs, d::Dict; _n="") r = Dict{String, Any}() r["size_mmbtu_per_hour"] = round(value(m[Symbol("dvSize"*_n)]["Boiler"]) / KWH_PER_MMBTU, digits=3) @@ -27,8 +27,8 @@ function add_boiler_results(m::JuMP.AbstractModel, p::REoptInputs, d::Dict; _n=" r["annual_fuel_consumption_mmbtu"] = round(sum(r["fuel_consumption_series_mmbtu_per_hour"]), digits=3) r["thermal_production_series_mmbtu_per_hour"] = - round.(sum(value.(m[:dvHeatingProduction]["Boiler", q, ts] for ts in p.time_steps) for q in p.heating_loads) / KWH_PER_MMBTU, digits=5) - r["annual_thermal_production_mmbtu"] = round(sum(r["thermal_production_series_mmbtu_per_hour"]), digits=3) + round.(sum(value.(m[:dvHeatingProduction]["Boiler", q, ts] for ts in p.time_steps) for q in p.heating_loads) ./ KWH_PER_MMBTU, digits=5) + r["annual_thermal_production_mmbtu"] = round(sum(r["thermal_production_series_mmbtu_per_hour"]), digits=3) if !isempty(p.s.storage.types.hot) @expression(m, NewBoilerToHotTESKW[ts in p.time_steps], @@ -87,6 +87,7 @@ function add_boiler_results(m::JuMP.AbstractModel, p::REoptInputs, d::Dict; _n=" ) r["lifecycle_fuel_cost_after_tax"] = round(lifecycle_fuel_cost * (1 - p.s.financial.offtaker_tax_rate_fraction), digits=3) r["year_one_fuel_cost_before_tax"] = round(lifecycle_fuel_cost / p.pwf_fuel["Boiler"], digits=3) + r["year_one_fuel_cost_after_tax"] = r["year_one_fuel_cost_before_tax"] * (1 - p.s.financial.offtaker_tax_rate_fraction) r["lifecycle_per_unit_prod_om_costs"] = round(value(m[:TotalBoilerPerUnitProdOMCosts]), digits=3) diff --git a/src/results/chp.jl b/src/results/chp.jl index ccd5aa5f0..27ee6903b 100644 --- a/src/results/chp.jl +++ b/src/results/chp.jl @@ -14,9 +14,11 @@ - `thermal_curtailed_series_mmbtu_per_hour` Thermal power wasted/unused/vented time-series array [MMBtu/hr] - `thermal_to_load_series_mmbtu_per_hour` Thermal power to serve the heating load time-series array [MMBtu/hr] - `thermal_to_steamturbine_series_mmbtu_per_hour` Thermal (steam) power to steam turbine time-series array [MMBtu/hr] -- `year_one_fuel_cost_before_tax` Cost of fuel consumed by the CHP system in year one [\$] +- `year_one_fuel_cost_before_tax` Cost of fuel consumed by the CHP system in year one, before tax [\$] +- `year_one_fuel_cost_after_tax` Cost of fuel consumed by the CHP system in year one, after tax - `lifecycle_fuel_cost_after_tax` Present value of cost of fuel consumed by the CHP system, after tax [\$] -- `year_one_standby_cost_before_tax` CHP standby charges in year one [\$] +- `year_one_standby_cost_before_tax` CHP standby charges in year one, before tax [\$] +- `year_one_standby_cost_after_tax` CHP standby charges in year one, after tax - `lifecycle_standby_cost_after_tax` Present value of all CHP standby charges, after tax. - `thermal_production_series_mmbtu_per_hour` @@ -128,10 +130,12 @@ function add_chp_results(m::JuMP.AbstractModel, p::REoptInputs, d::Dict; _n="") end r["thermal_to_process_heat_load_series_mmbtu_per_hour"] = round.(value.(CHPToProcessHeatKW ./ KWH_PER_MMBTU), digits=5) - r["year_one_fuel_cost_before_tax"] = round(value(m[:TotalCHPFuelCosts] / p.pwf_fuel["CHP"]), digits=3) + r["year_one_fuel_cost_before_tax"] = round(value(m[:TotalCHPFuelCosts] / p.pwf_fuel["CHP"]), digits=3) + r["year_one_fuel_cost_after_tax"] = r["year_one_fuel_cost_before_tax"] * (1 - p.s.financial.offtaker_tax_rate_fraction) r["lifecycle_fuel_cost_after_tax"] = round(value(m[:TotalCHPFuelCosts]) * (1- p.s.financial.offtaker_tax_rate_fraction), digits=3) #Standby charges and hourly O&M r["year_one_standby_cost_before_tax"] = round(value(m[Symbol("TotalCHPStandbyCharges")]) / p.pwf_e, digits=0) + r["year_one_standby_cost_after_tax"] = r["year_one_standby_cost_before_tax"] * (1 - p.s.financial.offtaker_tax_rate_fraction) r["lifecycle_standby_cost_after_tax"] = round(value(m[Symbol("TotalCHPStandbyCharges")]) * (1 - p.s.financial.offtaker_tax_rate_fraction), digits=0) diff --git a/src/results/electric_heater.jl b/src/results/electric_heater.jl index fdfb999b5..657ae91bd 100644 --- a/src/results/electric_heater.jl +++ b/src/results/electric_heater.jl @@ -63,14 +63,21 @@ function add_electric_heater_results(m::JuMP.AbstractModel, p::REoptInputs, d::D end r["thermal_to_steamturbine_series_mmbtu_per_hour"] = round.(value.(ElectricHeaterToSteamTurbine) / KWH_PER_MMBTU, digits=3) + @expression(m, ElectricHeaterToWaste[ts in p.time_steps], + sum(m[:dvProductionToWaste]["ElectricHeater", q, ts] for q in p.heating_loads) + ) + @expression(m, ElectricHeaterToWasteByQualityKW[q in p.heating_loads, ts in p.time_steps], + m[:dvProductionToWaste]["ElectricHeater",q,ts] + ) + @expression(m, ElectricHeaterToLoad[ts in p.time_steps], - sum(m[:dvHeatingProduction]["ElectricHeater", q, ts] for q in p.heating_loads) - ElectricHeaterToHotTESKW[ts] - ElectricHeaterToSteamTurbine[ts] + sum(m[:dvHeatingProduction]["ElectricHeater", q, ts] for q in p.heating_loads) - ElectricHeaterToHotTESKW[ts] - ElectricHeaterToSteamTurbine[ts] - ElectricHeaterToWaste[ts] ) r["thermal_to_load_series_mmbtu_per_hour"] = round.(value.(ElectricHeaterToLoad) / KWH_PER_MMBTU, digits=3) if "DomesticHotWater" in p.heating_loads && p.s.electric_heater.can_serve_dhw @expression(m, ElectricHeaterToDHWKW[ts in p.time_steps], - m[:dvHeatingProduction]["ElectricHeater","DomesticHotWater",ts] - ElectricHeaterToHotTESByQualityKW["DomesticHotWater",ts] - ElectricHeaterToSteamTurbineByQuality["DomesticHotWater",ts] + m[:dvHeatingProduction]["ElectricHeater","DomesticHotWater",ts] - ElectricHeaterToHotTESByQualityKW["DomesticHotWater",ts] - ElectricHeaterToSteamTurbineByQuality["DomesticHotWater",ts] - ElectricHeaterToWasteByQualityKW["DomesticHotWater",ts] ) else @expression(m, ElectricHeaterToDHWKW[ts in p.time_steps], 0.0) @@ -79,7 +86,7 @@ function add_electric_heater_results(m::JuMP.AbstractModel, p::REoptInputs, d::D if "SpaceHeating" in p.heating_loads && p.s.electric_heater.can_serve_space_heating @expression(m, ElectricHeaterToSpaceHeatingKW[ts in p.time_steps], - m[:dvHeatingProduction]["ElectricHeater","SpaceHeating",ts] - ElectricHeaterToHotTESByQualityKW["SpaceHeating",ts] - ElectricHeaterToSteamTurbineByQuality["SpaceHeating",ts] + m[:dvHeatingProduction]["ElectricHeater","SpaceHeating",ts] - ElectricHeaterToHotTESByQualityKW["SpaceHeating",ts] - ElectricHeaterToSteamTurbineByQuality["SpaceHeating",ts] - ElectricHeaterToWasteByQualityKW["SpaceHeating",ts] ) else @expression(m, ElectricHeaterToSpaceHeatingKW[ts in p.time_steps], 0.0) @@ -88,7 +95,7 @@ function add_electric_heater_results(m::JuMP.AbstractModel, p::REoptInputs, d::D if "ProcessHeat" in p.heating_loads && p.s.electric_heater.can_serve_process_heat @expression(m, ElectricHeaterToProcessHeatKW[ts in p.time_steps], - m[:dvHeatingProduction]["ElectricHeater","ProcessHeat",ts] - ElectricHeaterToHotTESByQualityKW["ProcessHeat",ts] - ElectricHeaterToSteamTurbineByQuality["ProcessHeat",ts] + m[:dvHeatingProduction]["ElectricHeater","ProcessHeat",ts] - ElectricHeaterToHotTESByQualityKW["ProcessHeat",ts] - ElectricHeaterToSteamTurbineByQuality["ProcessHeat",ts] - ElectricHeaterToWasteByQualityKW["ProcessHeat",ts] ) else @expression(m, ElectricHeaterToProcessHeatKW[ts in p.time_steps], 0.0) diff --git a/src/results/electric_load.jl b/src/results/electric_load.jl index 3024f6943..56fec3af5 100644 --- a/src/results/electric_load.jl +++ b/src/results/electric_load.jl @@ -1,13 +1,14 @@ # REopt®, Copyright (c) Alliance for Sustainable Energy, LLC. See also https://github.com/NREL/REopt.jl/blob/master/LICENSE. """ `ElectricLoad` results keys: -- `load_series_kw` vector of site load in every time step -- `critical_load_series_kw` vector of site critical load in every time step -- `annual_calculated_kwh` sum of the `load_series_kw` -- `offgrid_load_met_series_kw` vector of electric load met by generation techs, for off-grid scenarios only -- `offgrid_load_met_fraction` percentage of total electric load met on an annual basis, for off-grid scenarios only -- `offgrid_annual_oper_res_required_series_kwh` , total operating reserves required (for load and techs) on an annual basis, for off-grid scenarios only -- `offgrid_annual_oper_res_provided_series_kwh` , total operating reserves provided on an annual basis, for off-grid scenarios only +- `load_series_kw` # vector of BAU site load in every time step. Does not include electric load for any new heating or cooling techs. +- `critical_load_series_kw` # vector of site critical load in every time step +- `annual_calculated_kwh` # sum of the `load_series_kw`. Does not include electric load for any new heating or cooling techs. +- `annual_electric_load_with_thermal_conversions_kwh` # Total end-use electrical load, including electrified heating and cooling end-use load +- `offgrid_load_met_series_kw` # vector of electric load met by generation techs, for off-grid scenarios only +- `offgrid_load_met_fraction` # percentage of total electric load met on an annual basis, for off-grid scenarios only +- `offgrid_annual_oper_res_required_series_kwh` # total operating reserves required (for load and techs) on an annual basis, for off-grid scenarios only +- `offgrid_annual_oper_res_provided_series_kwh` # total operating reserves provided on an annual basis, for off-grid scenarios only !!! note "'Series' and 'Annual' energy outputs are average annual" REopt performs load balances using average annual production values for technologies that include degradation. @@ -23,9 +24,14 @@ function add_electric_load_results(m::JuMP.AbstractModel, p::REoptInputs, d::Dic r["load_series_kw"] = p.s.electric_load.loads_kw r["critical_load_series_kw"] = p.s.electric_load.critical_loads_kw r["annual_calculated_kwh"] = round( - sum(r["load_series_kw"]) / p.s.settings.time_steps_per_hour, digits=2 + sum(r["load_series_kw"]) * p.hours_per_time_step, digits=2 ) - + + if _n=="" + # Aggregation of all end-use electrical loads (including electrified heating and cooling). + r["annual_electric_load_with_thermal_conversions_kwh"] = round(value(m[:AnnualEleckWh]), digits=2) + end + if p.s.settings.off_grid_flag @expression(m, LoadMet[ts in p.time_steps_without_grid], p.s.electric_load.critical_loads_kw[ts] * m[Symbol("dvOffgridLoadServedFraction"*_n)][ts]) r["offgrid_load_met_series_kw"] = round.(value.(LoadMet).data, digits=6) diff --git a/src/results/electric_storage.jl b/src/results/electric_storage.jl index 4c2b1483c..ef07eb48c 100644 --- a/src/results/electric_storage.jl +++ b/src/results/electric_storage.jl @@ -38,10 +38,11 @@ function add_electric_storage_results(m::JuMP.AbstractModel, p::REoptInputs, d:: r["state_of_health"] = value.(m[:SOH]).data / value.(m[:dvStorageEnergy])["ElectricStorage"]; r["maintenance_cost"] = value(m[:degr_cost]) if p.s.storage.attr[b].degradation.maintenance_strategy == "replacement" - r["replacement_month"] = Int(value( - sum(mth * m[:bmth][mth] for mth in 1:p.s.financial.analysis_years*12) + r["replacement_month"] = round(Int, value( + sum(mth * m[:binSOHIndicatorChange][mth] for mth in 1:p.s.financial.analysis_years*12) )) end + r["residual_value"] = value(m[:residual_value]) end else r["soc_series_fraction"] = [] diff --git a/src/results/electric_tariff.jl b/src/results/electric_tariff.jl index 8bc2c05a9..2ae045ff6 100644 --- a/src/results/electric_tariff.jl +++ b/src/results/electric_tariff.jl @@ -37,12 +37,15 @@ function add_electric_tariff_results(m::JuMP.AbstractModel, p::REoptInputs, d::D r["lifecycle_export_benefit_after_tax"] = -1 * round(value(m[Symbol("TotalExportBenefit"*_n)]) * (1 - p.s.financial.offtaker_tax_rate_fraction), digits=2) r["year_one_export_benefit_before_tax"] = -1 * round(value(m[Symbol("TotalExportBenefit"*_n)]) / p.pwf_e, digits=0) + r["year_one_export_benefit_after_tax"] = r["year_one_export_benefit_before_tax"] * (1 - p.s.financial.offtaker_tax_rate_fraction) r["lifecycle_coincident_peak_cost_after_tax"] = round(value(m[Symbol("TotalCPCharges"*_n)]) * (1 - p.s.financial.offtaker_tax_rate_fraction), digits=2) r["year_one_coincident_peak_cost_before_tax"] = round(value(m[Symbol("TotalCPCharges"*_n)]) / p.pwf_e, digits=2) r["year_one_bill_before_tax"] = r["year_one_energy_cost_before_tax"] + r["year_one_demand_cost_before_tax"] + r["year_one_fixed_cost_before_tax"] + r["year_one_min_charge_adder_before_tax"] + r["year_one_coincident_peak_cost_before_tax"] + + r["year_one_bill_after_tax"] = r["year_one_bill_before_tax"] * (1 - p.s.financial.offtaker_tax_rate_fraction) d["ElectricTariff"] = r nothing diff --git a/src/results/electric_utility.jl b/src/results/electric_utility.jl index d5b21f467..79ab20507 100644 --- a/src/results/electric_utility.jl +++ b/src/results/electric_utility.jl @@ -4,6 +4,7 @@ - `annual_energy_supplied_kwh` # Total energy supplied from the grid in an average year. - `electric_to_load_series_kw` # Vector of power drawn from the grid to serve load. - `electric_to_storage_series_kw` # Vector of power drawn from the grid to charge the battery. +- `annual_renewable_electricity_supplied_kwh` # Total renewable electricity supplied from the grid in an average year. - `annual_emissions_tonnes_CO2` # Average annual total tons of CO2 emissions associated with the site's grid-purchased electricity. If include_exported_elec_emissions_in_total is False, this value only reflects grid purchases. Otherwise, it accounts for emissions offset from any export to the grid. - `annual_emissions_tonnes_NOx` # Average annual total tons of NOx emissions associated with the site's grid-purchased electricity. If include_exported_elec_emissions_in_total is False, this value only reflects grid purchases. Otherwise, it accounts for emissions offset from any export to the grid. - `annual_emissions_tonnes_SO2` # Average annual total tons of SO2 emissions associated with the site's grid-purchased electricity. If include_exported_elec_emissions_in_total is False, this value only reflects grid purchases. Otherwise, it accounts for emissions offset from any export to the grid. @@ -14,7 +15,7 @@ - `lifecycle_emissions_tonnes_PM25` # Total tons of PM2.5 emissions associated with the site's grid-purchased electricity over the analysis period. If include_exported_elec_emissions_in_total is False, this value only reflects grid purchaes. Otherwise, it accounts for emissions offset from any export to the grid. - `avert_emissions_region` # EPA AVERT region of the site. Used for health-related emissions from grid electricity (populated if default emissions values are used) and climate emissions if "co2_from_avert" is set to true. - `distance_to_avert_emissions_region_meters` # Distance in meters from the site to the nearest AVERT emissions region. -- `cambium_emissions_region` # NREL Cambium region of the site. Used for climate-related emissions from grid electricity (populated only if default (Cambium) climate emissions values are used) +- `cambium_region` # NREL Cambium region of the site. Used for climate-related emissions from grid electricity (populated only if default (Cambium) climate emissions values are used) !!! note "'Series' and 'Annual' energy and emissions outputs are average annual" REopt performs load balances using average annual production values for technologies that include degradation. @@ -34,9 +35,9 @@ function add_electric_utility_results(m::JuMP.AbstractModel, p::AbstractInputs, # add a warning if the WHL benefit is the max benefit if :WHL in p.s.electric_tariff.export_bins - if sum(value.(m[Symbol("WHL_benefit"*_n)])) - 10*sum([ld*rate for (ld,rate) in zip(p.s.electric_load.loads_kw, p.s.electric_tariff.export_rates[:WHL])]) / value(m[Symbol("WHL_benefit"*_n)]) <= 1e-3 + if abs(sum(value.(m[Symbol("WHL_benefit"*_n)])) - 10*sum([ld*rate for (ld,rate) in zip(p.s.electric_load.loads_kw, p.s.electric_tariff.export_rates[:WHL])]) / value(m[Symbol("WHL_benefit"*_n)])) <= 1e-3 @warn """Wholesale benefit is at the maximum allowable by the model; the problem is likely unbounded without this - limit in place. Check the inputs to ensure that there are practical limits for max system sizes and that + limit in place. Check the inputs to ensure that there are practical limits for max system sizes and that the wholesale and retail electricity rates are accurate.""" end end @@ -44,8 +45,8 @@ function add_electric_utility_results(m::JuMP.AbstractModel, p::AbstractInputs, Year1UtilityEnergy = p.hours_per_time_step * sum(m[Symbol("dvGridPurchase"*_n)][ts, tier] for ts in p.time_steps, tier in 1:p.s.electric_tariff.n_energy_tiers) r["annual_energy_supplied_kwh"] = round(value(Year1UtilityEnergy), digits=2) - - if !isempty(p.s.storage.types.elec) + + if !isempty(p.s.storage.types.elec) GridToLoad = (sum(m[Symbol("dvGridPurchase"*_n)][ts, tier] for tier in 1:p.s.electric_tariff.n_energy_tiers) - sum(m[Symbol("dvGridToStorage"*_n)][b, ts] for b in p.s.storage.types.elec) for ts in p.time_steps) @@ -60,11 +61,11 @@ function add_electric_utility_results(m::JuMP.AbstractModel, p::AbstractInputs, r["electric_to_load_series_kw"] = round.(value.(GridToLoad), digits=3) r["electric_to_storage_series_kw"] = round.(value.(GridToBatt), digits=3) - if _n=="" #only output emissions results if not a multinode model - r["lifecycle_emissions_tonnes_CO2"] = round(value(m[:yr1_emissions_from_elec_grid_net_if_selected_lbs_CO2]*TONNE_PER_LB*p.pwf_grid_emissions["CO2"]), digits=2) - r["lifecycle_emissions_tonnes_NOx"] = round(value(m[:yr1_emissions_from_elec_grid_net_if_selected_lbs_NOx]*TONNE_PER_LB*p.pwf_grid_emissions["NOx"]), digits=2) - r["lifecycle_emissions_tonnes_SO2"] = round(value(m[:yr1_emissions_from_elec_grid_net_if_selected_lbs_SO2]*TONNE_PER_LB*p.pwf_grid_emissions["SO2"]), digits=2) - r["lifecycle_emissions_tonnes_PM25"] = round(value(m[:yr1_emissions_from_elec_grid_net_if_selected_lbs_PM25]*TONNE_PER_LB*p.pwf_grid_emissions["PM25"]), digits=2) + if _n=="" #only output emissions and RE results if not a multinode model + r["lifecycle_emissions_tonnes_CO2"] = round(value(m[:Lifecycle_Emissions_Lbs_CO2_grid_net_if_selected]*TONNE_PER_LB), digits=2) + r["lifecycle_emissions_tonnes_NOx"] = round(value(m[:Lifecycle_Emissions_Lbs_NOx_grid_net_if_selected]*TONNE_PER_LB), digits=2) + r["lifecycle_emissions_tonnes_SO2"] = round(value(m[:Lifecycle_Emissions_Lbs_SO2_grid_net_if_selected]*TONNE_PER_LB), digits=2) + r["lifecycle_emissions_tonnes_PM25"] = round(value(m[:Lifecycle_Emissions_Lbs_PM25_grid_net_if_selected]*TONNE_PER_LB), digits=2) r["annual_emissions_tonnes_CO2"] = r["lifecycle_emissions_tonnes_CO2"] / p.s.financial.analysis_years r["annual_emissions_tonnes_NOx"] = r["lifecycle_emissions_tonnes_NOx"] / p.s.financial.analysis_years r["annual_emissions_tonnes_SO2"] = r["lifecycle_emissions_tonnes_SO2"] / p.s.financial.analysis_years @@ -72,7 +73,9 @@ function add_electric_utility_results(m::JuMP.AbstractModel, p::AbstractInputs, r["avert_emissions_region"] = p.s.electric_utility.avert_emissions_region r["distance_to_avert_emissions_region_meters"] = p.s.electric_utility.distance_to_avert_emissions_region_meters - r["cambium_emissions_region"] = p.s.electric_utility.cambium_emissions_region + r["cambium_region"] = p.s.electric_utility.cambium_region + + r["annual_renewable_electricity_supplied_kwh"] = round(value(m[:AnnualGridREEleckWh]), digits=3) end d["ElectricUtility"] = r diff --git a/src/results/existing_boiler.jl b/src/results/existing_boiler.jl index 32dfa01ba..9d44f552c 100644 --- a/src/results/existing_boiler.jl +++ b/src/results/existing_boiler.jl @@ -1,15 +1,17 @@ # REopt®, Copyright (c) Alliance for Sustainable Energy, LLC. See also https://github.com/NREL/REopt.jl/blob/master/LICENSE. """ `ExistingBoiler` results keys: -- `fuel_consumption_series_mmbtu_per_hour` -- `annual_fuel_consumption_mmbtu` -- `thermal_production_series_mmbtu_per_hour` -- `annual_thermal_production_mmbtu` +- `size_mmbtu_per_hour` # Thermal production capacity size of the Boiler [MMBtu/hr] +- `fuel_consumption_series_mmbtu_per_hour` # Fuel consumption series [MMBtu/hr] +- `annual_fuel_consumption_mmbtu` # Fuel consumed in a year [MMBtu] +- `thermal_production_series_mmbtu_per_hour` # Thermal energy production series [MMBtu/hr] +- `annual_thermal_production_mmbtu` # Thermal power production to TES (HotThermalStorage) series [MMBtu/hr] - `thermal_to_storage_series_mmbtu_per_hour` # Thermal power production to TES (HotThermalStorage) series [MMBtu/hr] -- `thermal_to_steamturbine_series_mmbtu_per_hour` -- `thermal_to_load_series_mmbtu_per_hour` -- `lifecycle_fuel_cost_after_tax` -- `year_one_fuel_cost_before_tax` +- `thermal_to_steamturbine_series_mmbtu_per_hour` # Thermal power production to SteamTurbine series [MMBtu/hr] +- `thermal_to_load_series_mmbtu_per_hour` # Thermal power production to serve the heating load series [MMBtu/hr] +- `lifecycle_fuel_cost_after_tax` # Life cycle fuel cost [\$] +- `year_one_fuel_cost_before_tax` # Year one fuel cost, before tax [\$] +- `year_one_fuel_cost_after_tax` # Year one fuel cost, after tax [\$] !!! note "'Series' and 'Annual' energy outputs are average annual" REopt performs load balances using average annual production values for technologies that include degradation. @@ -18,14 +20,14 @@ """ function add_existing_boiler_results(m::JuMP.AbstractModel, p::REoptInputs, d::Dict; _n="") r = Dict{String, Any}() - + r["size_mmbtu_per_hour"] = round(value(m[Symbol("dvSize"*_n)]["ExistingBoiler"]) / KWH_PER_MMBTU, digits=3) r["fuel_consumption_series_mmbtu_per_hour"] = round.(value.(m[:dvFuelUsage]["ExistingBoiler", ts] for ts in p.time_steps) ./ KWH_PER_MMBTU, digits=5) r["annual_fuel_consumption_mmbtu"] = round(sum(r["fuel_consumption_series_mmbtu_per_hour"]), digits=5) r["thermal_production_series_mmbtu_per_hour"] = - round.(sum(value.(m[:dvHeatingProduction]["ExistingBoiler", q, ts] for q in p.heating_loads) for ts in p.time_steps) ./ KWH_PER_MMBTU, digits=5) - r["annual_thermal_production_mmbtu"] = round(sum(r["thermal_production_series_mmbtu_per_hour"]), digits=5) + round.(sum(value.(m[:dvHeatingProduction]["ExistingBoiler", q, ts] for ts in p.time_steps) for q in p.heating_loads) ./ KWH_PER_MMBTU, digits=5) + r["annual_thermal_production_mmbtu"] = round(sum(r["thermal_production_series_mmbtu_per_hour"]), digits=5) if !isempty(p.s.storage.types.hot) @expression(m, BoilerToHotTESKW[ts in p.time_steps], @@ -87,6 +89,7 @@ function add_existing_boiler_results(m::JuMP.AbstractModel, p::REoptInputs, d::D ) r["lifecycle_fuel_cost_after_tax"] = round(value(m[:TotalExistingBoilerFuelCosts]) * (1 - p.s.financial.offtaker_tax_rate_fraction), digits=3) r["year_one_fuel_cost_before_tax"] = round(value(m[:TotalExistingBoilerFuelCosts]) / p.pwf_fuel["ExistingBoiler"], digits=3) + r["year_one_fuel_cost_after_tax"] = r["year_one_fuel_cost_before_tax"] * (1 - p.s.financial.offtaker_tax_rate_fraction) d["ExistingBoiler"] = r nothing diff --git a/src/results/financial.jl b/src/results/financial.jl index 6d17db100..da477f873 100644 --- a/src/results/financial.jl +++ b/src/results/financial.jl @@ -14,12 +14,18 @@ - `lifecycle_outage_cost` LCC component. Expected outage cost. - `lifecycle_MG_upgrade_and_fuel_cost` LCC component. Cost to upgrade generation and storage technologies to be included in microgrid, plus expected microgrid fuel costs, assuming outages occur in first year with specified probabilities. - `lifecycle_om_costs_before_tax` Present value of all O&M costs, before tax. +- `year_one_total_operating_cost_before_tax` Year one total operating costs, before tax. Includes energy costs, export value, O&M, fuel, and standby costs. +- `year_one_total_operating_cost_after_tax` Year one total operating costs, after tax. Includes energy costs, export value, O&M, fuel, and standby costs. +- `year_one_fuel_cost_before_tax` Year one fuel costs, before tax. Does not include fuel use during outages if using multiple outage modeling. +- `year_one_fuel_cost_after_tax` Year one fuel costs, after tax. Does not include fuel use during outages if using multiple outage modeling. - `year_one_om_costs_before_tax` Year one O&M costs, before tax. - `year_one_om_costs_after_tax` Year one O&M costs, after tax. -- `lifecycle_capital_costs_plus_om_after_tax` Capital cost for all technologies plus present value of operations and maintenance over anlaysis period. This value does not include offgrid_other_capital_costs. -- `lifecycle_capital_costs` Net capital costs for all technologies, in present value, including replacement costs and incentives. This value does not include offgrid_other_capital_costs. -- `initial_capital_costs` Up-front capital costs for all technologies, in present value, excluding replacement costs and incentives. This value does not include offgrid_other_capital_costs. -- `initial_capital_costs_after_incentives` Up-front capital costs for all technologies, in present value, excluding replacement costs, and accounting for incentives. This value does not include offgrid_other_capital_costs. +- `year_one_chp_standby_cost_after_tax` Year one CHP standby costs, after tax. +- `year_one_chp_standby_cost_before_tax` Year one CHP standby costs, before tax. +- `lifecycle_capital_costs_plus_om_after_tax` Capital cost for all technologies plus present value of operations and maintenance over anlaysis period. +- `lifecycle_capital_costs` Net capital costs for all technologies, in present value, including replacement costs and incentives. +- `initial_capital_costs` Up-front capital costs for all technologies, in present value, excluding replacement costs and incentives. +- `initial_capital_costs_after_incentives` Up-front capital costs for all technologies, in present value, excluding replacement costs, and accounting for incentives. Note: the ITC and MACRS are discounted by 1 year, and 1-7 years, respectively, to obtain the present value. - `replacements_future_cost_after_tax` Future cost of replacing storage and/or generator systems, after tax. - `replacements_present_cost_after_tax` Present value cost of replacing storage and/or generator systems, after tax. - `om_and_replacement_present_cost_after_tax` Present value of all O&M and replacement costs, after tax. @@ -35,6 +41,11 @@ calculated in combine_results function if BAU scenario is run: REopt performs load balances using average annual production values for technologies that include degradation. Therefore, all timeseries (`_series`) and `annual_` results should be interpretted as energy outputs averaged over the analysis period. + +!!! note "Two Methods for Simple Payback" + REopt Financial outputs include a comprehensive `simple_payback_years` calculation. This is the year in which cumulative net free cashflows become positive. For a third party analysis, the SPP is for the developer. + A simplified payback period can also be calculated as: `capital_costs_after_non_discounted_incentives` divided by `year_one_total_operating_cost_savings_after_tax`. + """ function add_financial_results(m::JuMP.AbstractModel, p::REoptInputs, d::Dict; _n="") r = Dict{String, Float64}() @@ -44,12 +55,24 @@ function add_financial_results(m::JuMP.AbstractModel, p::REoptInputs, d::Dict; _ if !(Symbol("TotalPerUnitHourOMCosts"*_n) in keys(m.obj_dict)) # CHP not currently included in multi-node modeling m[Symbol("TotalPerUnitHourOMCosts"*_n)] = 0.0 end - if !(Symbol("GHPOMCosts"*_n) in keys(m.obj_dict)) # CHP not currently included in multi-node modeling + if !(Symbol("GHPOMCosts"*_n) in keys(m.obj_dict)) # GHP not currently included in multi-node modeling m[Symbol("GHPOMCosts"*_n)] = 0.0 end if !(Symbol("GHPCapCosts"*_n) in keys(m.obj_dict)) # GHP not currently included in multi-node modeling m[Symbol("GHPCapCosts"*_n)] = 0.0 end + if !(Symbol("OffgridOtherCapexAfterDepr"*_n) in keys(m.obj_dict)) + m[Symbol("OffgridOtherCapexAfterDepr"*_n)] = 0.0 + end + if !(Symbol("AvoidedCapexByGHP"*_n) in keys(m.obj_dict)) + m[Symbol("AvoidedCapexByGHP"*_n)] = 0.0 + end + if !(Symbol("ResidualGHXCapCost"*_n) in keys(m.obj_dict)) + m[Symbol("ResidualGHXCapCost"*_n)] = 0.0 + end + if !(Symbol("AvoidedCapexByASHP"*_n) in keys(m.obj_dict)) + m[Symbol("AvoidedCapexByASHP"*_n)] = 0.0 + end r["lcc"] = value(m[Symbol("Costs"*_n)]) + 0.0001 * value(m[Symbol("MinChargeAdder"*_n)]) @@ -69,6 +92,8 @@ function add_financial_results(m::JuMP.AbstractModel, p::REoptInputs, d::Dict; _ m[Symbol("TotalCHPStandbyCharges"*_n)] = 0.0 end r["lifecycle_chp_standby_cost_after_tax"] = value(m[Symbol("TotalCHPStandbyCharges"*_n)]) * (1 - p.s.financial.offtaker_tax_rate_fraction) # CHP standby + r["year_one_chp_standby_cost_after_tax"] = r["lifecycle_chp_standby_cost_after_tax"] / (p.pwf_e * p.third_party_factor) + r["year_one_chp_standby_cost_before_tax"] = r["year_one_chp_standby_cost_after_tax"] / (1 - p.s.financial.offtaker_tax_rate_fraction) r["lifecycle_elecbill_after_tax"] = value(m[Symbol("TotalElecBill"*_n)]) * (1 - p.s.financial.offtaker_tax_rate_fraction) # Total utility bill r["lifecycle_production_incentive_after_tax"] = value(m[Symbol("TotalProductionIncentive"*_n)]) * (1 - p.s.financial.owner_tax_rate_fraction) # Production incentives if p.s.settings.off_grid_flag # Offgrid other annual and capital costs @@ -89,11 +114,12 @@ function add_financial_results(m::JuMP.AbstractModel, p::REoptInputs, d::Dict; _ r["year_one_om_costs_before_tax"] = r["lifecycle_om_costs_before_tax"] / (p.pwf_om * p.third_party_factor) r["year_one_om_costs_after_tax"] = r["lifecycle_om_costs_after_tax"] / (p.pwf_om * p.third_party_factor) - - r["lifecycle_capital_costs_plus_om_after_tax"] = value(m[Symbol("TotalTechCapCosts"*_n)] + m[Symbol("TotalStorageCapCosts"*_n)] + m[Symbol("GHPCapCosts"*_n)]) + r["lifecycle_om_costs_after_tax"] - r["lifecycle_capital_costs"] = value(m[Symbol("TotalTechCapCosts"*_n)] + m[Symbol("TotalStorageCapCosts"*_n)] + m[Symbol("GHPCapCosts"*_n)]) + r["lifecycle_capital_costs"] = value(m[Symbol("TotalTechCapCosts"*_n)] + m[Symbol("TotalStorageCapCosts"*_n)] + m[Symbol("GHPCapCosts"*_n)] + + m[Symbol("OffgridOtherCapexAfterDepr"*_n)] - m[Symbol("AvoidedCapexByGHP"*_n)] - m[Symbol("ResidualGHXCapCost"*_n)] - m[Symbol("AvoidedCapexByASHP"*_n)]) + r["lifecycle_capital_costs_plus_om_after_tax"] = r["lifecycle_capital_costs"] + r["lifecycle_om_costs_after_tax"] + r["initial_capital_costs"] = initial_capex(m, p; _n=_n) future_replacement_cost, present_replacement_cost = replacement_costs_future_and_present(m, p; _n=_n) r["initial_capital_costs_after_incentives"] = r["lifecycle_capital_costs"] / p.third_party_factor - present_replacement_cost @@ -131,7 +157,7 @@ Calculate and return the up-front capital costs for all technologies, in present incentives. """ function initial_capex(m::JuMP.AbstractModel, p::REoptInputs; _n="") - initial_capex = 0 + initial_capex = p.s.financial.offgrid_other_capital_costs - value(m[Symbol("AvoidedCapexByASHP"*_n)]) - value(m[Symbol("AvoidedCapexByGHP"*_n)]) if !isempty(p.techs.gen) && isempty(_n) # generators not included in multinode model initial_capex += p.s.generator.installed_cost_per_kw * value.(m[Symbol("dvPurchaseSize"*_n)])["Generator"] @@ -161,34 +187,21 @@ function initial_capex(m::JuMP.AbstractModel, p::REoptInputs; _n="") end if "CHP" in p.techs.all - # CHP.installed_cost_per_kw is now a list with potentially > 1 elements - cost_list = p.s.chp.installed_cost_per_kw - size_list = p.s.chp.tech_sizes_for_cost_curve - chp_size = value.(m[Symbol("dvPurchaseSize"*_n)])["CHP"] - if typeof(cost_list) == Vector{Float64} - if chp_size <= size_list[1] - initial_capex += chp_size * cost_list[1] # Currently not handling non-zero cost ($) for 0 kW size input - elseif chp_size > size_list[end] - initial_capex += chp_size * cost_list[end] - else - for s in 2:length(size_list) - if (chp_size > size_list[s-1]) && (chp_size <= size_list[s]) - slope = (cost_list[s] * size_list[s] - cost_list[s-1] * size_list[s-1]) / - (size_list[s] - size_list[s-1]) - initial_capex += cost_list[s-1] * size_list[s-1] + (chp_size - size_list[s-1]) * slope - end - end - end - else - initial_capex += cost_list * chp_size - #Add supplementary firing capital cost - # chp_supp_firing_size = self.nested_outputs["Scenario"]["Site"][tech].get("size_supplementary_firing_kw") - # chp_supp_firing_cost = self.inputs[tech].get("supplementary_firing_capital_cost_per_kw") or 0 - # initial_capex += chp_supp_firing_size * chp_supp_firing_cost - end + chp_size_kw = value.(m[Symbol("dvPurchaseSize"*_n)])["CHP"] + initial_capex += get_chp_initial_capex(p, chp_size_kw) end - # TODO thermal tech costs + if "SteamTurbine" in p.techs.all + initial_capex += p.s.steam_turbine.installed_cost_per_kw * value.(m[Symbol("dvPurchaseSize"*_n)])["SteamTurbine"] + end + + if "Boiler" in p.techs.all + initial_capex += p.s.boiler.installed_cost_per_kw * value.(m[Symbol("dvPurchaseSize"*_n)])["Boiler"] + end + + if "AbsorptionChiller" in p.techs.all + initial_capex += p.s.absorption_chiller.installed_cost_per_kw * value.(m[Symbol("dvPurchaseSize"*_n)])["AbsorptionChiller"] + end if !isempty(p.s.ghp_option_list) @@ -204,6 +217,14 @@ function initial_capex(m::JuMP.AbstractModel, p::REoptInputs; _n="") end end + if "ASHPSpaceHeater" in p.techs.all + initial_capex += p.s.ashp.installed_cost_per_kw * value.(m[Symbol("dvPurchaseSize"*_n)])["ASHPSpaceHeater"] + end + + if "ASHPWaterHeater" in p.techs.all + initial_capex += p.s.ashp_wh.installed_cost_per_kw * value.(m[Symbol("dvPurchaseSize"*_n)])["ASHPWaterHeater"] + end + return initial_capex end @@ -286,10 +307,10 @@ function calculate_lcoe(p::REoptInputs, tech_results::Dict, tech::AbstractTech) capital_costs = new_kw * tech.installed_cost_per_kw # pre-incentive capital costs - annual_om = new_kw * tech.om_cost_per_kw # NPV of O&M charges escalated over financial life + annual_om = new_kw * tech.om_cost_per_kw om_series = [annual_om * (1+p.s.financial.om_cost_escalation_rate_fraction)^yr for yr in 1:years] - npv_om = sum([om * (1.0/(1.0+discount_rate_fraction))^yr for (yr, om) in enumerate(om_series)]) + npv_om = sum([om * (1.0/(1.0+discount_rate_fraction))^yr for (yr, om) in enumerate(om_series)]) # NPV of O&M charges escalated over financial life #Incentives as calculated in the spreadsheet, note utility incentives are applied before state incentives utility_ibi = min(capital_costs * tech.utility_ibi_fraction, tech.utility_ibi_max) @@ -325,21 +346,10 @@ function calculate_lcoe(p::REoptInputs, tech_results::Dict, tech::AbstractTech) federal_itc_amount = tech.federal_itc_fraction * federal_itc_basis npv_federal_itc = federal_itc_amount * (1.0/(1.0+discount_rate_fraction)) - depreciation_schedule = zeros(years) - if tech.macrs_option_years in [5,7] - if tech.macrs_option_years == 5 - schedule = p.s.financial.macrs_five_year - elseif tech.macrs_option_years == 7 - schedule = p.s.financial.macrs_seven_year - end - macrs_bonus_basis = federal_itc_basis - (federal_itc_basis * tech.federal_itc_fraction * tech.macrs_itc_reduction) - macrs_basis = macrs_bonus_basis * (1 - tech.macrs_bonus_fraction) - for (i,r) in enumerate(schedule) - if i-1 < length(depreciation_schedule) - depreciation_schedule[i] = macrs_basis * r - end - end - depreciation_schedule[1] += tech.macrs_bonus_fraction * macrs_bonus_basis + if tech.macrs_option_years in [5 ,7] + depreciation_schedule = get_depreciation_schedule(p, tech, federal_itc_basis) + else + depreciation_schedule = zeros(years) end tax_deductions = (om_series + depreciation_schedule) * federal_tax_rate_fraction @@ -354,4 +364,81 @@ function calculate_lcoe(p::REoptInputs, tech_results::Dict, tech::AbstractTech) lcoe = (capital_costs + npv_om - npv_pbi - cbi - ibi - npv_federal_itc - npv_tax_deductions ) / npv_annual_energy return round(lcoe, digits=4) +end + +""" + get_depreciation_schedule(p::REoptInputs, tech::AbstractTech, federal_itc_basis::Float64=0.0) + +Get the depreciation schedule for MACRS. First check if tech.macrs_option_years in [5 ,7], then call function to return depreciation schedule +Used in results/financial.jl and results/proformal.jl multiple times +""" +function get_depreciation_schedule(p::REoptInputs, tech::Union{AbstractTech,AbstractStorage}, federal_itc_basis::Float64=0.0) + schedule = [] + if tech.macrs_option_years == 5 + schedule = p.s.financial.macrs_five_year + elseif tech.macrs_option_years == 7 + schedule = p.s.financial.macrs_seven_year + end + + federal_itc_fraction = 0.0 + try + # TODO add Hot/ColdThermalStorage.total_itc_fraction to struct; currently only in ElectricStorage + if typeof(tech) <: AbstractStorage + federal_itc_fraction = tech.total_itc_fraction + else + federal_itc_fraction = tech.federal_itc_fraction + end + catch + @warn "Did not find $(tech).federal_itc_fraction so using 0.0 in calculation of depreciation_schedule." + end + + macrs_bonus_basis = federal_itc_basis - federal_itc_basis * federal_itc_fraction * tech.macrs_itc_reduction + macrs_basis = macrs_bonus_basis * (1 - tech.macrs_bonus_fraction) + + depreciation_schedule = zeros(p.s.financial.analysis_years) + for (i, r) in enumerate(schedule) + if i < length(depreciation_schedule) + depreciation_schedule[i] = macrs_basis * r + end + end + depreciation_schedule[1] += (tech.macrs_bonus_fraction * macrs_bonus_basis) + + return depreciation_schedule +end + + +""" + get_chp_initial_capex(p::REoptInputs, size_kw::Float64) + +CHP has a cost-curve input option, so calculating the initial CapEx requires more logic than typical tech CapEx calcs +""" +function get_chp_initial_capex(p::REoptInputs, size_kw::Float64) + # CHP.installed_cost_per_kw is now a list with potentially > 1 elements + cost_list = p.s.chp.installed_cost_per_kw + size_list = p.s.chp.tech_sizes_for_cost_curve + chp_size = size_kw + initial_capex = 0.0 + if typeof(cost_list) == Vector{Float64} + if chp_size <= size_list[1] + initial_capex = chp_size * cost_list[1] # Currently not handling non-zero cost ($) for 0 kW size input + elseif chp_size > size_list[end] + initial_capex = chp_size * cost_list[end] + else + for s in 2:length(size_list) + if (chp_size > size_list[s-1]) && (chp_size <= size_list[s]) + slope = (cost_list[s] * size_list[s] - cost_list[s-1] * size_list[s-1]) / + (size_list[s] - size_list[s-1]) + initial_capex = cost_list[s-1] * size_list[s-1] + (chp_size - size_list[s-1]) * slope + end + end + end + else + initial_capex = cost_list * chp_size + #Add supplementary firing capital cost + # chp_supp_firing_size = self.nested_outputs["Scenario"]["Site"][tech].get("size_supplementary_firing_kw") + # chp_supp_firing_cost = self.inputs[tech].get("supplementary_firing_capital_cost_per_kw") or 0 + # initial_capex += chp_supp_firing_size * chp_supp_firing_cost + end + + return initial_capex end \ No newline at end of file diff --git a/src/results/generator.jl b/src/results/generator.jl index ec9c2efb7..cc6506a40 100644 --- a/src/results/generator.jl +++ b/src/results/generator.jl @@ -7,7 +7,8 @@ - `lifecycle_variable_om_cost_after_tax` Lifecycle variable operations and maintenance cost in present value, after tax - `year_one_variable_om_cost_before_tax` variable operations and maintenance cost over the first year, before considering tax benefits - `lifecycle_fuel_cost_after_tax` Lifecycle fuel cost in present value, after tax -- `year_one_fuel_cost_before_tax` Fuel cost over the first year, before considering tax benefits +- `year_one_fuel_cost_before_tax` Fuel cost over the first year, before considering tax benefits. Does not include fuel use during outages if using multiple outage modeling. +- `year_one_fuel_cost_after_tax` Fuel cost over the first year, after considering tax benefits. Does not include fuel use during outages if using multiple outage modeling. - `annual_fuel_consumption_gal` Gallons of fuel used in each year - `electric_to_storage_series_kw` Vector of power sent to battery in an average year - `electric_to_grid_series_kw` Vector of power sent to grid in an average year @@ -36,6 +37,7 @@ function add_generator_results(m::JuMP.AbstractModel, p::REoptInputs, d::Dict; _ r["lifecycle_variable_om_cost_after_tax"] = round(value(m[:TotalPerUnitProdOMCosts]) * (1 - p.s.financial.owner_tax_rate_fraction), digits=0) r["lifecycle_fuel_cost_after_tax"] = round(value(m[:TotalGenFuelCosts]) * (1 - p.s.financial.offtaker_tax_rate_fraction), digits=2) r["year_one_fuel_cost_before_tax"] = round(value(m[:TotalGenFuelCosts]) / p.pwf_fuel["Generator"], digits=2) + r["year_one_fuel_cost_after_tax"] = r["year_one_fuel_cost_before_tax"] * (1 - p.s.financial.offtaker_tax_rate_fraction) r["year_one_variable_om_cost_before_tax"] = round(value(GenPerUnitProdOMCosts) / (p.pwf_om * p.third_party_factor), digits=0) r["year_one_fixed_om_cost_before_tax"] = round(value(GenPerUnitSizeOMCosts) / (p.pwf_om * p.third_party_factor), digits=0) diff --git a/src/results/ghp.jl b/src/results/ghp.jl index 3e315f403..cab60c115 100644 --- a/src/results/ghp.jl +++ b/src/results/ghp.jl @@ -9,8 +9,12 @@ GHP results: - `ghp_option_chosen` Integer option # chosen by model, possible 0 for no GHP - `ghpghx_chosen_outputs` Dict of all outputs from GhpGhx.jl results of the chosen GhpGhx system - `size_heat_pump_ton` Total heat pump capacity [ton] +- `avoided_capex_by_ghp_present_value` Present value of avoided capital cost by choosing GHP - `space_heating_thermal_load_reduction_with_ghp_mmbtu_per_hour` - `cooling_thermal_load_reduction_with_ghp_ton` +- `thermal_to_space_heating_load_series_mmbtu_per_hour` +- `thermal_to_dhw_load_series_mmbtu_per_hour` +- `thermal_to_load_series_ton` """ function add_ghp_results(m::JuMP.AbstractModel, p::REoptInputs, d::Dict; _n="") @@ -40,11 +44,22 @@ function add_ghp_results(m::JuMP.AbstractModel, p::REoptInputs, d::Dict; _n="") sum(p.cooling_thermal_load_reduction_with_ghp_kw[g,ts] * m[Symbol("binGHP"*_n)][g] for g in p.ghp_options)) r["cooling_thermal_load_reduction_with_ghp_ton"] = round.(value.(CoolingThermalReductionWithGHP) ./ KWH_THERMAL_PER_TONHOUR, digits=3) r["ghx_residual_value_present_value"] = value(m[:ResidualGHXCapCost]) + r["avoided_capex_by_ghp_present_value"] = value(m[:AvoidedCapexByGHP]) + r["thermal_to_space_heating_load_series_mmbtu_per_hour"] = d["HeatingLoad"]["space_heating_thermal_load_series_mmbtu_per_hour"] .- r["space_heating_thermal_load_reduction_with_ghp_mmbtu_per_hour"] + r["thermal_to_load_series_ton"] = d["CoolingLoad"]["load_series_ton"] .- r["cooling_thermal_load_reduction_with_ghp_ton"] + if p.s.ghp_option_list[ghp_option_chosen].can_serve_dhw + r["thermal_to_dhw_load_series_mmbtu_per_hour"] = d["HeatingLoad"]["dhw_thermal_load_series_mmbtu_per_hour"] + else + r["thermal_to_dhw_load_series_mmbtu_per_hour"] = zeros(length(p.time_steps)) + end else r["ghpghx_chosen_outputs"] = Dict() r["space_heating_thermal_load_reduction_with_ghp_mmbtu_per_hour"] = zeros(length(p.time_steps)) r["cooling_thermal_load_reduction_with_ghp_ton"] = zeros(length(p.time_steps)) r["ghx_residual_value_present_value"] = 0.0 + r["thermal_to_space_heating_load_series_mmbtu_per_hour"] = zeros(length(p.time_steps)) + r["thermal_to_load_series_ton"] = zeros(length(p.time_steps)) + r["thermal_to_dhw_load_series_mmbtu_per_hour"] = zeros(length(p.time_steps)) end d["GHP"] = r nothing diff --git a/src/results/heating_cooling_load.jl b/src/results/heating_cooling_load.jl index d543b7ca4..4c9a270be 100644 --- a/src/results/heating_cooling_load.jl +++ b/src/results/heating_cooling_load.jl @@ -23,11 +23,11 @@ function add_cooling_load_results(m::JuMP.AbstractModel, p::REoptInputs, d::Dict r["electric_chiller_base_load_series_kw"] = load_series_kw ./ p.s.cooling_load.existing_chiller_cop r["annual_calculated_tonhour"] = round( - sum(r["load_series_ton"]) / p.s.settings.time_steps_per_hour, digits=2 + sum(r["load_series_ton"]) * p.hours_per_time_step, digits=2 ) r["annual_electric_chiller_base_load_kwh"] = round( - sum(r["electric_chiller_base_load_series_kw"]) / p.s.settings.time_steps_per_hour, digits=2 + sum(r["electric_chiller_base_load_series_kw"]) * p.hours_per_time_step, digits=2 ) d["CoolingLoad"] = r @@ -76,13 +76,13 @@ function add_heating_load_results(m::JuMP.AbstractModel, p::REoptInputs, d::Dict r["total_heating_boiler_fuel_load_series_mmbtu_per_hour"] = r["dhw_boiler_fuel_load_series_mmbtu_per_hour"] .+ r["space_heating_boiler_fuel_load_series_mmbtu_per_hour"] .+ r["process_heat_boiler_fuel_load_series_mmbtu_per_hour"] r["annual_calculated_dhw_thermal_load_mmbtu"] = round( - sum(r["dhw_thermal_load_series_mmbtu_per_hour"]) / p.s.settings.time_steps_per_hour, digits = 2 + sum(r["dhw_thermal_load_series_mmbtu_per_hour"]) * p.hours_per_time_step, digits = 2 ) r["annual_calculated_space_heating_thermal_load_mmbtu"] = round( - sum(r["space_heating_thermal_load_series_mmbtu_per_hour"]) / p.s.settings.time_steps_per_hour, digits = 2 + sum(r["space_heating_thermal_load_series_mmbtu_per_hour"]) * p.hours_per_time_step, digits = 2 ) r["annual_calculated_process_heat_thermal_load_mmbtu"] = round( - sum(r["process_heat_thermal_load_series_mmbtu_per_hour"]) / p.s.settings.time_steps_per_hour, digits = 2 + sum(r["process_heat_thermal_load_series_mmbtu_per_hour"]) * p.hours_per_time_step, digits = 2 ) r["annual_calculated_total_heating_thermal_load_mmbtu"] = r["annual_calculated_dhw_thermal_load_mmbtu"] + r["annual_calculated_space_heating_thermal_load_mmbtu"] + r["annual_calculated_process_heat_thermal_load_mmbtu"] @@ -91,6 +91,12 @@ function add_heating_load_results(m::JuMP.AbstractModel, p::REoptInputs, d::Dict r["annual_calculated_process_heat_boiler_fuel_load_mmbtu"] = r["annual_calculated_process_heat_thermal_load_mmbtu"] / existing_boiler_efficiency r["annual_calculated_total_heating_boiler_fuel_load_mmbtu"] = r["annual_calculated_total_heating_thermal_load_mmbtu"] / existing_boiler_efficiency + r["annual_total_unaddressable_heating_load_mmbtu"] = (p.s.dhw_load.unaddressable_annual_fuel_mmbtu + + p.s.space_heating_load.unaddressable_annual_fuel_mmbtu + + p.s.process_heat_load.unaddressable_annual_fuel_mmbtu) + + r["annual_emissions_from_unaddressable_heating_load_tonnes_CO2"] = r["annual_total_unaddressable_heating_load_mmbtu"] * p.s.existing_boiler.emissions_factor_lb_CO2_per_mmbtu * TONNE_PER_LB + d["HeatingLoad"] = r nothing end diff --git a/src/results/outages.jl b/src/results/outages.jl index 318ce766b..a73f15645 100644 --- a/src/results/outages.jl +++ b/src/results/outages.jl @@ -37,10 +37,7 @@ The output keys for "Outages" are subject to change. !!! note - `Outage` results only added to results when multiple outages are modeled via the `ElectricUtility.outage_durations` input. - -!!! note - When modeling PV the name of the PV system is used for the output keys to allow for modeling multiple PV systems. The default PV name is `PV`. + `Outage` results only added to results when multiple outages are modeled via the `ElectricUtility.outage_start_time_steps` and `ElectricUtility.outage_durations` inputs. !!! warn The Outage results can be very large when many outages are modeled and can take a long time to generate. @@ -88,7 +85,7 @@ function add_outage_results(m, p, d::Dict) for ts in p.s.electric_utility.outage_time_steps for (t, tz) in enumerate(p.s.electric_utility.outage_start_time_steps) for s in p.s.electric_utility.scenarios - r["critical_loads_per_outage_series_kw"][s,t,ts] = p.s.electric_load.critical_loads_kw[tz+ts-1] + r["critical_loads_per_outage_series_kw"][s,t,ts] = p.s.electric_load.critical_loads_kw[time_step_wrap_around(tz+ts-1, time_steps_per_hour=p.s.settings.time_steps_per_hour)] end end end @@ -146,7 +143,7 @@ function add_outage_results(m, p, d::Dict) sum( ( value.( - m[:dvMGRatedProduction][t, s, tz, ts] * (p.production_factor[t, tz+ts-1] + p.unavailability[t][tz+ts-1]) * p.levelization_factor[t] + m[:dvMGRatedProduction][t, s, tz, ts] * (p.production_factor[t, time_step_wrap_around(tz+ts-1, time_steps_per_hour=p.s.settings.time_steps_per_hour)] + p.unavailability[t][time_step_wrap_around(tz+ts-1, time_steps_per_hour=p.s.settings.time_steps_per_hour)]) * p.levelization_factor[t] - m[:dvMGCurtail][t, s, tz, ts] - m[:dvMGProductionToStorage][t, s, tz, ts] for s in p.s.electric_utility.scenarios, diff --git a/src/results/proforma.jl b/src/results/proforma.jl index 9e403862e..ec121745f 100644 --- a/src/results/proforma.jl +++ b/src/results/proforma.jl @@ -8,6 +8,8 @@ mutable struct Metrics federal_itc::Float64 om_series::Array{Float64, 1} om_series_bau::Array{Float64, 1} + fuel_cost_series::Array{Float64, 1} + fuel_cost_series_bau::Array{Float64, 1} total_pbi::Array{Float64, 1} total_pbi_bau::Array{Float64, 1} total_depreciation::Array{Float64, 1} @@ -22,7 +24,7 @@ Recreates the ProForma spreadsheet calculations to get the simple payback period party case), and payment to third party (3rd party case). return Dict( - "simple_payback_years" => 0.0, + "simple_payback_years" => 0.0, # The year in which cumulative net free cashflows become positive. For a third party analysis, the SPP is for the developer. "internal_rate_of_return" => 0.0, "net_present_cost" => 0.0, "annualized_payment_to_third_party" => 0.0, @@ -30,7 +32,9 @@ return Dict( "offtaker_annual_free_cashflows_bau" => Float64[], "offtaker_discounted_annual_free_cashflows" => Float64[], "offtaker_discounted_annual_free_cashflows_bau" => Float64[], - "developer_annual_free_cashflows" => Float64[] + "developer_annual_free_cashflows" => Float64[], + "capital_costs_after_non_discounted_incentives_without_macrs" => 0.0 # Capital costs after (non-discounted) ibi, cbi, and ITC incentives, including present value of replacement costs + "capital_costs_after_non_discounted_incentives" => 0.0 # Capital costs after ibi, cbi, ITC, and MACRS incentives but without discounting out-year ITC and MACRS ) """ function proforma_results(p::REoptInputs, d::Dict) @@ -43,15 +47,18 @@ function proforma_results(p::REoptInputs, d::Dict) "offtaker_annual_free_cashflows_bau" => Float64[], "offtaker_discounted_annual_free_cashflows" => Float64[], "offtaker_discounted_annual_free_cashflows_bau" => Float64[], - "developer_annual_free_cashflows" => Float64[] + "developer_annual_free_cashflows" => Float64[], + "capital_costs_after_non_discounted_incentives_without_macrs" => 0.0, + "capital_costs_after_non_discounted_incentives" => 0.0 ) years = p.s.financial.analysis_years escalate_elec(val) = [-1 * val * (1 + p.s.financial.elec_cost_escalation_rate_fraction)^yr for yr in 1:years] escalate_om(val) = [val * (1 + p.s.financial.om_cost_escalation_rate_fraction)^yr for yr in 1:years] + escalate_fuel(val, esc_rate) = [val * (1 + esc_rate)^yr for yr in 1:years] third_party = p.s.financial.third_party_ownership # Create placeholder variables to store summed totals across all relevant techs - m = Metrics(0, zeros(years), zeros(years), zeros(years), zeros(years), zeros(years), 0) + m = Metrics(0, zeros(years), zeros(years), zeros(years), zeros(years), zeros(years), zeros(years), zeros(years), 0) # calculate PV o+m costs, incentives, and depreciation for pv in p.s.pvs @@ -64,6 +71,8 @@ function proforma_results(p::REoptInputs, d::Dict) end # calculate Storage o+m costs, incentives, and depreciation + battery_replacement_cost = 0.0 + battery_replacement_year = 0.0 if "ElectricStorage" in keys(d) && d["ElectricStorage"]["size_kw"] > 0 # TODO handle other types of storage storage = p.s.storage.attr["ElectricStorage"] @@ -85,70 +94,155 @@ function proforma_results(p::REoptInputs, d::Dict) m.federal_itc += federal_itc_amount # Depreciation - if storage.macrs_option_years in [5, 7] - schedule = [] - if storage.macrs_option_years == 5 - schedule = p.s.financial.macrs_five_year - elseif storage.macrs_option_years == 7 - schedule = p.s.financial.macrs_seven_year - end - macrs_bonus_basis = federal_itc_basis * (1 - storage.total_itc_fraction * storage.macrs_itc_reduction) - macrs_basis = macrs_bonus_basis * (1 - storage.macrs_bonus_fraction) - - depreciation_schedule = zeros(years) - for (i, r) in enumerate(schedule) - if i < length(depreciation_schedule) - depreciation_schedule[i] = macrs_basis * r - end - end - depreciation_schedule[1] += storage.macrs_bonus_fraction * macrs_bonus_basis + if storage.macrs_option_years in [5 ,7] + depreciation_schedule = get_depreciation_schedule(p, storage, federal_itc_basis) m.total_depreciation += depreciation_schedule end end # calculate Generator o+m costs, incentives, and depreciation if "Generator" in keys(d) && d["Generator"]["size_kw"] > 0 - # In the two party case the developer does not include the fuel cost in their costs - # It is assumed that the offtaker will pay for this at a rate that is not marked up - # to cover developer profits + # In the two party case the developer does not include the fuel cost or O&M costs for existing assets in their costs + # It is assumed that the offtaker will pay for this at a rate that is not marked up to cover developer profits fixed_and_var_om = d["Generator"]["year_one_fixed_om_cost_before_tax"] + d["Generator"]["year_one_variable_om_cost_before_tax"] fixed_and_var_om_bau = 0.0 year_one_fuel_cost_bau = 0.0 if p.s.generator.existing_kw > 0 fixed_and_var_om_bau = d["Generator"]["year_one_fixed_om_cost_before_tax_bau"] + d["Generator"]["year_one_variable_om_cost_before_tax_bau"] + if third_party + fixed_and_var_om -= fixed_and_var_om_bau + end year_one_fuel_cost_bau = d["Generator"]["year_one_fuel_cost_before_tax_bau"] end - if !third_party - annual_om = -1 * (fixed_and_var_om + d["Generator"]["year_one_fuel_cost_before_tax"]) - annual_om_bau = -1 * (fixed_and_var_om_bau + year_one_fuel_cost_bau) - else - annual_om = -1 * fixed_and_var_om + annual_fuel = -1 * d["Generator"]["year_one_fuel_cost_before_tax"] + annual_om = -1 * fixed_and_var_om - annual_om_bau = -1 * fixed_and_var_om_bau - end + annual_fuel_bau = -1 * year_one_fuel_cost_bau + annual_om_bau = -1 * fixed_and_var_om_bau m.om_series += escalate_om(annual_om) + m.fuel_cost_series += escalate_fuel(annual_fuel, p.s.financial.generator_fuel_cost_escalation_rate_fraction) m.om_series_bau += escalate_om(annual_om_bau) + m.fuel_cost_series_bau += escalate_fuel(annual_fuel_bau, p.s.financial.generator_fuel_cost_escalation_rate_fraction) + end + + # calculate CHP o+m costs, incentives, and depreciation + if "CHP" in keys(d) && d["CHP"]["size_kw"] > 0 + update_metrics(m, p, p.s.chp, "CHP", d, third_party) + end + + # calculate ExistingBoiler o+m costs (just fuel, no non-fuel operating costs currently) + # the optional installed_cost inputs assume net present cost so no option for MACRS or incentives + if "ExistingBoiler" in keys(d) && d["ExistingBoiler"]["size_mmbtu_per_hour"] > 0 + fuel_cost = d["ExistingBoiler"]["year_one_fuel_cost_before_tax"] + m.fuel_cost_series += escalate_fuel(-1 * fuel_cost, p.s.financial.existing_boiler_fuel_cost_escalation_rate_fraction) + var_om = 0.0 + fixed_om = 0.0 + annual_om = -1 * (var_om + fixed_om) + m.om_series += escalate_om(annual_om) + + # BAU ExistingBoiler + fuel_cost_bau = d["ExistingBoiler"]["year_one_fuel_cost_before_tax_bau"] + m.fuel_cost_series_bau += escalate_fuel(-1 * fuel_cost_bau, p.s.financial.existing_boiler_fuel_cost_escalation_rate_fraction) + var_om_bau = 0.0 + fixed_om_bau = 0.0 + annual_om_bau = -1 * (var_om_bau + fixed_om_bau) + m.om_series_bau += escalate_om(annual_om_bau) + end + + # calculate (new) Boiler o+m costs and depreciation (no incentives currently, other than MACRS) + if "Boiler" in keys(d) && d["Boiler"]["size_mmbtu_per_hour"] > 0 + fuel_cost = d["Boiler"]["year_one_fuel_cost_before_tax"] + m.fuel_cost_series += escalate_fuel(-1 * fuel_cost, p.s.financial.boiler_fuel_cost_escalation_rate_fraction) + var_om = p.s.boiler.om_cost_per_kwh * d["Boiler"]["annual_thermal_production_mmbtu"] * KWH_PER_MMBTU + fixed_om = p.s.boiler.om_cost_per_kw * d["Boiler"]["size_mmbtu_per_hour"] * KWH_PER_MMBTU + annual_om = -1 * (var_om + fixed_om) + m.om_series += escalate_om(annual_om) + + # Depreciation + if p.s.boiler.macrs_option_years in [5 ,7] + depreciation_schedule = get_depreciation_schedule(p, p.s.boiler) + m.total_depreciation += depreciation_schedule + end end + # calculate Steam Turbine o+m costs and depreciation (no incentives currently, other than MACRS) + if "SteamTurbine" in keys(d) && get(d["SteamTurbine"], "size_kw", 0) > 0 + fixed_om = p.s.steam_turbine.om_cost_per_kw * d["SteamTurbine"]["size_kw"] + var_om = p.s.steam_turbine.om_cost_per_kwh * d["SteamTurbine"]["annual_electric_production_kwh"] + annual_om = -1 * (fixed_om + var_om) + m.om_series += escalate_om(annual_om) + + # Depreciation + if p.s.steam_turbine.macrs_option_years in [5 ,7] + depreciation_schedule = get_depreciation_schedule(p, p.s.steam_turbine) + m.total_depreciation += depreciation_schedule + end + end + + # calculate Absorption Chiller o+m costs and depreciation (no incentives currently, other than MACRS) + if "AbsorptionChiller" in keys(d) && d["AbsorptionChiller"]["size_ton"] > 0 + # Some thermal techs (e.g. Boiler) only have struct fields for O&M "per_kw" (converted from e.g. per_mmbtu_per_hour or per_ton) + # but Absorption Chiller also has the input-style "per_ton" O&M, so no need to convert like for Boiler + fixed_om = p.s.absorption_chiller.om_cost_per_ton * d["AbsorptionChiller"]["size_ton"] + + annual_om = -1 * (fixed_om) + m.om_series += escalate_om(annual_om) + + # Depreciation + if p.s.absorption_chiller.macrs_option_years in [5 ,7] + depreciation_schedule = get_depreciation_schedule(p, p.s.absorption_chiller) + m.total_depreciation += depreciation_schedule + end + end + # calculate GHP incentives, and depreciation if "GHP" in keys(d) && d["GHP"]["ghp_option_chosen"] > 0 update_ghp_metrics(m, p, p.s.ghp_option_list[d["GHP"]["ghp_option_chosen"]], "GHP", d, third_party) end + # calculate ASHPSpaceHeater o+m costs and depreciation (no incentives currently, other than MACRS) + if "ASHPSpaceHeater" in keys(d) && d["ASHPSpaceHeater"]["size_ton"] > 0 + fixed_om = p.s.ashp.om_cost_per_kw * KWH_THERMAL_PER_TONHOUR * d["ASHPSpaceHeater"]["size_ton"] + annual_om = -1 * (fixed_om) + m.om_series += escalate_om(annual_om) + + # Depreciation + if p.s.ashp.macrs_option_years in [5 ,7] + depreciation_schedule = get_depreciation_schedule(p, p.s.ashp) + m.total_depreciation += depreciation_schedule + end + end + + # calculate ASHPWaterHeater o+m costs and depreciation (no incentives currently, other than MACRS) + if "ASHPWaterHeater" in keys(d) && d["ASHPWaterHeater"]["size_ton"] > 0 + fixed_om = p.s.ashp.om_cost_per_kw * KWH_THERMAL_PER_TONHOUR * d["ASHPWaterHeater"]["size_ton"] + annual_om = -1 * (fixed_om) + m.om_series += escalate_om(annual_om) + + # Depreciation + if p.s.ashp.macrs_option_years in [5 ,7] + depreciation_schedule = get_depreciation_schedule(p, p.s.ashp_wh) + m.total_depreciation += depreciation_schedule + end + end + # Optimal Case calculations electricity_bill_series = escalate_elec(d["ElectricTariff"]["year_one_bill_before_tax"]) export_credit_series = escalate_elec(-d["ElectricTariff"]["year_one_export_benefit_before_tax"]) + standby_charges_series = escalate_elec(d["Financial"]["year_one_chp_standby_cost_before_tax"]) # In the two party case the electricity and export credits are incurred by the offtaker not the developer if third_party total_operating_expenses = m.om_series tax_rate_fraction = p.s.financial.owner_tax_rate_fraction + discount_rate_for_battery_replacement_pv = p.s.financial.owner_discount_rate_fraction else - total_operating_expenses = electricity_bill_series + export_credit_series + m.om_series + total_operating_expenses = electricity_bill_series + export_credit_series + m.om_series + m.fuel_cost_series + standby_charges_series tax_rate_fraction = p.s.financial.offtaker_tax_rate_fraction + discount_rate_for_battery_replacement_pv = p.s.financial.offtaker_discount_rate_fraction end # Apply taxes to operating expenses @@ -163,6 +257,9 @@ function proforma_results(p::REoptInputs, d::Dict) total_cash_incentives = m.total_pbi * (1 - tax_rate_fraction) free_cashflow_without_year_zero = m.total_depreciation * tax_rate_fraction + total_cash_incentives + operating_expenses_after_tax free_cashflow_without_year_zero[1] += m.federal_itc + battery_replacement_net_present_cost = -1*battery_replacement_cost * (1 - tax_rate_fraction) / (1 + discount_rate_for_battery_replacement_pv) ^ battery_replacement_year # battery_replacement_cost is negative, from above + r["capital_costs_after_non_discounted_incentives_without_macrs"] = d["Financial"]["initial_capital_costs"] - m.total_ibi_and_cbi - m.federal_itc + battery_replacement_net_present_cost + r["capital_costs_after_non_discounted_incentives"] = r["capital_costs_after_non_discounted_incentives_without_macrs"] - sum(m.total_depreciation * tax_rate_fraction) free_cashflow = append!([(-1 * d["Financial"]["initial_capital_costs"]) + m.total_ibi_and_cbi], free_cashflow_without_year_zero) # At this point the logic branches based on third-party ownership or not - see comments @@ -195,38 +292,17 @@ function proforma_results(p::REoptInputs, d::Dict) annual_income_from_host_series = repeat([-1 * r["annualized_payment_to_third_party"]], years) - if "Generator" in keys(d) && d["Generator"]["size_kw"] > 0 - generator_fuel_cost_series = escalate_om(-1 * d["Generator"]["year_one_fuel_cost_before_tax"]) - if p.s.generator.existing_kw > 0 - existing_genertor_fuel_cost_series = escalate_om(-1 * d["Generator"]["year_one_fuel_cost_before_tax_bau"]) - else - existing_genertor_fuel_cost_series = zeros(years) - end - else - existing_genertor_fuel_cost_series = zeros(years) - generator_fuel_cost_series = zeros(years) - end - net_energy_costs = -electricity_bill_series_bau - export_credit_series_bau + electricity_bill_series + - export_credit_series + annual_income_from_host_series - existing_genertor_fuel_cost_series + - generator_fuel_cost_series - - if p.s.financial.owner_tax_rate_fraction > 0 - deductable_net_energy_costs = copy(net_energy_costs) - else - deductable_net_energy_costs = zeros(years) - end - r["offtaker_annual_free_cashflows"] = append!([0.0], - electricity_bill_series + export_credit_series + generator_fuel_cost_series + annual_income_from_host_series + electricity_bill_series + export_credit_series + m.fuel_cost_series + annual_income_from_host_series + m.om_series_bau + standby_charges_series ) r["offtaker_annual_free_cashflows_bau"] = append!([0.0], - electricity_bill_series_bau + export_credit_series_bau + existing_genertor_fuel_cost_series + electricity_bill_series_bau + export_credit_series_bau + m.fuel_cost_series_bau + m.om_series_bau ) else # get cumulative cashflow for offtaker electricity_bill_series_bau = escalate_elec(d["ElectricTariff"]["year_one_bill_before_tax_bau"]) export_credit_series_bau = escalate_elec(-d["ElectricTariff"]["year_one_export_benefit_before_tax_bau"]) - total_operating_expenses_bau = electricity_bill_series_bau + export_credit_series_bau + m.om_series_bau + total_operating_expenses_bau = electricity_bill_series_bau + export_credit_series_bau + m.om_series_bau + m.fuel_cost_series_bau total_cash_incentives_bau = m.total_pbi_bau * (1 - p.s.financial.offtaker_tax_rate_fraction) if p.s.financial.offtaker_tax_rate_fraction > 0 @@ -284,10 +360,20 @@ function update_metrics(m::Metrics, p::REoptInputs, tech::AbstractTech, tech_nam total_kw = results[tech_name]["size_kw"] existing_kw = :existing_kw in fieldnames(typeof(tech)) ? tech.existing_kw : 0 new_kw = total_kw - existing_kw - capital_cost = new_kw * tech.installed_cost_per_kw + if tech_name == "CHP" + capital_cost = get_chp_initial_capex(p, results["CHP"]["size_kw"]) + else + capital_cost = new_kw * tech.installed_cost_per_kw + end - # owner is responsible for both new and existing PV maintenance in optimal case - if third_party + # owner is responsible for only new technologies operating and maintenance cost in optimal case + # CHP doesn't have existing CHP, and it has different O&M cost parameters + if tech_name == "CHP" + hours_operating = sum(results["CHP"]["electric_production_series_kw"] .> 0.0) / (8760 * p.s.settings.time_steps_per_hour) + annual_om = -1 * (results["CHP"]["annual_electric_production_kwh"] * tech.om_cost_per_kwh + + new_kw * tech.om_cost_per_kw + + new_kw * tech.om_cost_per_hr_per_kw_rated * hours_operating) + elseif third_party annual_om = -1 * new_kw * tech.om_cost_per_kw else annual_om = -1 * total_kw * tech.om_cost_per_kw @@ -297,6 +383,12 @@ function update_metrics(m::Metrics, p::REoptInputs, tech::AbstractTech, tech_nam m.om_series += escalate_om(annual_om) m.om_series_bau += escalate_om(-1 * existing_kw * tech.om_cost_per_kw) + if tech_name == "CHP" + escalate_fuel(val, esc_rate) = [val * (1 + esc_rate)^yr for yr in 1:years] + fuel_cost = results["CHP"]["year_one_fuel_cost_before_tax"] + m.fuel_cost_series += escalate_fuel(-1 * fuel_cost, p.s.financial.chp_fuel_cost_escalation_rate_fraction) + end + # incentive calculations, in the spreadsheet utility incentives are applied first utility_ibi = minimum([capital_cost * tech.utility_ibi_fraction, tech.utility_ibi_max]) utility_cbi = minimum([new_kw * tech.utility_rebate_per_kw, tech.utility_rebate_max]) @@ -311,7 +403,11 @@ function update_metrics(m::Metrics, p::REoptInputs, tech::AbstractTech, tech_nam pbi_series = Float64[] pbi_series_bau = Float64[] existing_energy_bau = third_party ? get(results[tech_name], "year_one_energy_produced_kwh_bau", 0) : 0 - year_one_energy = "year_one_energy_produced_kwh" in keys(results[tech_name]) ? results[tech_name]["year_one_energy_produced_kwh"] : results[tech_name]["annual_energy_produced_kwh"] + if tech_name == "CHP" + year_one_energy = results[tech_name]["annual_electric_production_kwh"] + else + year_one_energy = "year_one_energy_produced_kwh" in keys(results[tech_name]) ? results[tech_name]["year_one_energy_produced_kwh"] : results[tech_name]["annual_energy_produced_kwh"] + end for yr in range(0, stop=years-1) if yr < tech.production_incentive_years degradation_fraction = :degradation_fraction in fieldnames(typeof(tech)) ? (1 - tech.degradation_fraction)^yr : 1.0 @@ -334,31 +430,13 @@ function update_metrics(m::Metrics, p::REoptInputs, tech::AbstractTech, tech_nam m.total_pbi_bau += pbi_series_bau # Federal ITC - # NOTE: bug in v1 has the ITC within the `if tech.macrs_option_years in [5 ,7]` block. - # NOTE: bug in v1 reduces the federal_itc_basis with the federal_cbi, which is incorrect federal_itc_basis = capital_cost - state_ibi - utility_ibi - state_cbi - utility_cbi federal_itc_amount = tech.federal_itc_fraction * federal_itc_basis m.federal_itc += federal_itc_amount # Depreciation if tech.macrs_option_years in [5 ,7] - schedule = [] - if tech.macrs_option_years == 5 - schedule = p.s.financial.macrs_five_year - elseif tech.macrs_option_years == 7 - schedule = p.s.financial.macrs_seven_year - end - - macrs_bonus_basis = federal_itc_basis - federal_itc_basis * tech.federal_itc_fraction * tech.macrs_itc_reduction - macrs_basis = macrs_bonus_basis * (1 - tech.macrs_bonus_fraction) - - depreciation_schedule = zeros(years) - for (i, r) in enumerate(schedule) - if i < length(depreciation_schedule) - depreciation_schedule[i] = macrs_basis * r - end - end - depreciation_schedule[1] += (tech.macrs_bonus_fraction * macrs_bonus_basis) + depreciation_schedule = get_depreciation_schedule(p, tech, federal_itc_basis) m.total_depreciation += depreciation_schedule end nothing @@ -407,31 +485,13 @@ function update_ghp_metrics(m::REopt.Metrics, p::REoptInputs, tech::REopt.Abstra m.total_pbi_bau += pbi_series_bau # Federal ITC - # NOTE: bug in v1 has the ITC within the `if tech.macrs_option_years in [5 ,7]` block. - # NOTE: bug in v1 reduces the federal_itc_basis with the federal_cbi, which is incorrect federal_itc_basis = capital_cost - state_ibi - utility_ibi - state_cbi - utility_cbi federal_itc_amount = tech.federal_itc_fraction * federal_itc_basis m.federal_itc += federal_itc_amount # Depreciation if tech.macrs_option_years in [5 ,7] - schedule = [] - if tech.macrs_option_years == 5 - schedule = p.s.financial.macrs_five_year - elseif tech.macrs_option_years == 7 - schedule = p.s.financial.macrs_seven_year - end - - macrs_bonus_basis = federal_itc_basis - federal_itc_basis * tech.federal_itc_fraction * tech.macrs_itc_reduction - macrs_basis = macrs_bonus_basis * (1 - tech.macrs_bonus_fraction) - - depreciation_schedule = zeros(years) - for (i, r) in enumerate(schedule) - if i < length(depreciation_schedule) - depreciation_schedule[i] = macrs_basis * r - end - end - depreciation_schedule[1] += (tech.macrs_bonus_fraction * macrs_bonus_basis) + depreciation_schedule = get_depreciation_schedule(p, tech, federal_itc_basis) m.total_depreciation += depreciation_schedule end nothing @@ -452,6 +512,6 @@ function irr(cashflows::AbstractArray{<:Real, 1}) try rate = fzero(f, [0.0, 0.99]) finally - return round(rate, digits=2) + return round(rate, digits=3) end end diff --git a/src/results/pv.jl b/src/results/pv.jl index 439f5e102..de3a8cca0 100644 --- a/src/results/pv.jl +++ b/src/results/pv.jl @@ -1,15 +1,15 @@ # REopt®, Copyright (c) Alliance for Sustainable Energy, LLC. See also https://github.com/NREL/REopt.jl/blob/master/LICENSE. """ `PV` results keys: -- `size_kw` Optimal PV capacity +- `size_kw` Optimal PV DC capacity - `lifecycle_om_cost_after_tax` Lifecycle operations and maintenance cost in present value, after tax - `year_one_energy_produced_kwh` Energy produced over the first year -- `annual_energy_produced_kwh` Average annual energy produced when accounting for degradation +- `annual_energy_produced_kwh` Average annual energy produced, accounting for degradation. Includes curtailed energy. - `lcoe_per_kwh` Levelized Cost of Energy produced by the PV system -- `electric_to_load_series_kw` Vector of power used to meet load over the first year -- `electric_to_storage_series_kw` Vector of power used to charge the battery over the first year -- `electric_to_grid_series_kw` Vector of power exported to the grid over the first year -- `electric_curtailed_series_kw` Vector of power curtailed over the first year +- `electric_to_load_series_kw` Vector of power used to meet load over an average year +- `electric_to_storage_series_kw` Vector of power used to charge the battery over an average year +- `electric_to_grid_series_kw` Vector of power exported to the grid over an average year +- `electric_curtailed_series_kw` Vector of power curtailed over an average year - `annual_energy_exported_kwh` Average annual energy exported to the grid - `production_factor_series` PV production factor in each time step, either provided by user or obtained from PVWatts diff --git a/src/results/results.jl b/src/results/results.jl index c5f42d5ce..47cabeac2 100644 --- a/src/results/results.jl +++ b/src/results/results.jl @@ -65,7 +65,7 @@ function reopt_results(m::JuMP.AbstractModel, p::REoptInputs; _n="") @debug "Outage results processing took $(round(time_elapsed, digits=3)) seconds." end - if !isempty(union(p.techs.chp, p.techs.heating)) + if !isempty(p.techs.heating) add_heating_load_results(m, p, d) end @@ -111,15 +111,27 @@ function reopt_results(m::JuMP.AbstractModel, p::REoptInputs; _n="") if "CST" in p.techs.electric_heater add_concentrating_solar_results(m, p, d; _n) end - if "ASHP_SpaceHeater" in p.techs.ashp + + if "ASHPSpaceHeater" in p.techs.ashp add_ashp_results(m, p, d; _n) end - if "ASHP_WaterHeater" in p.techs.ashp_wh + if "ASHPWaterHeater" in p.techs.ashp_wh add_ashp_wh_results(m, p, d; _n) end - #println("Here is the return of reopt_results:") - #println(d) + + d["Financial"]["year_one_fuel_cost_before_tax"] = 0.0 + d["Financial"]["year_one_fuel_cost_after_tax"] = 0.0 + for tech in p.techs.fuel_burning + if tech in keys(d) + d["Financial"]["year_one_fuel_cost_before_tax"] += d[tech]["year_one_fuel_cost_before_tax"] + d["Financial"]["year_one_fuel_cost_after_tax"] += d[tech]["year_one_fuel_cost_after_tax"] + end + end + + d["Financial"]["year_one_total_operating_cost_before_tax"] = d["ElectricTariff"]["year_one_bill_before_tax"] - d["ElectricTariff"]["year_one_export_benefit_before_tax"] + d["Financial"]["year_one_chp_standby_cost_before_tax"] + d["Financial"]["year_one_fuel_cost_before_tax"] + d["Financial"]["year_one_om_costs_before_tax"] + d["Financial"]["year_one_total_operating_cost_after_tax"] = d["ElectricTariff"]["year_one_bill_after_tax"] - d["ElectricTariff"]["year_one_export_benefit_after_tax"] + d["Financial"]["year_one_chp_standby_cost_after_tax"] + d["Financial"]["year_one_fuel_cost_after_tax"] + d["Financial"]["year_one_om_costs_after_tax"] + return d end @@ -128,6 +140,12 @@ end combine_results(bau::Dict, opt::Dict) Combine two results dictionaries into one using BAU and optimal scenario results. +New fields added to the Financial output/results: +- `npv`: Net Present Value of the optimal scenario +- `year_one_total_operating_cost_savings_before_tax`: Total operating cost savings in year 1 before tax +- `year_one_total_operating_cost_savings_after_tax`: Total operating cost savings in year 1 after tax +- `breakeven_cost_of_emissions_reduction_per_tonne_CO2`: Breakeven cost of CO2 (usd per tonne) that would yield an npv of 0, holding all other inputs constant +- `lifecycle_emissions_reduction_CO2_fraction`: Fraction of CO2 emissions reduced in the optimal scenario compared to the BAU scenario """ function combine_results(p::REoptInputs, bau::Dict, opt::Dict, bau_scenario::BAUScenario) bau_outputs = ( @@ -137,6 +155,11 @@ function combine_results(p::REoptInputs, bau::Dict, opt::Dict, bau_scenario::BAU ("Financial", "lifecycle_om_costs_before_tax"), ("Financial", "lifecycle_om_costs_after_tax"), ("Financial", "year_one_om_costs_before_tax"), + ("Financial", "year_one_om_costs_after_tax"), + ("Financial", "year_one_fuel_cost_before_tax"), + ("Financial", "year_one_fuel_cost_after_tax"), + ("Financial", "year_one_total_operating_cost_before_tax"), + ("Financial", "year_one_total_operating_cost_after_tax"), ("Financial", "lifecycle_fuel_costs_after_tax"), ("Financial", "lifecycle_chp_standby_cost_after_tax"), ("Financial", "lifecycle_elecbill_after_tax"), @@ -153,11 +176,14 @@ function combine_results(p::REoptInputs, bau::Dict, opt::Dict, bau_scenario::BAU ("ElectricTariff", "lifecycle_min_charge_adder_after_tax"), ("ElectricTariff", "lifecycle_export_benefit_after_tax"), ("ElectricTariff", "year_one_bill_before_tax"), + ("ElectricTariff", "year_one_bill_after_tax"), ("ElectricTariff", "year_one_export_benefit_before_tax"), + ("ElectricTariff", "year_one_export_benefit_after_tax"), ("ElectricTariff", "year_one_coincident_peak_cost_before_tax"), ("ElectricTariff", "lifecycle_coincident_peak_cost_after_tax"), ("ElectricUtility", "electric_to_load_series_kw"), ("ElectricUtility", "annual_energy_supplied_kwh"), + ("ElectricUtility","annual_renewable_electricity_supplied_kwh"), ("ElectricUtility", "annual_emissions_tonnes_CO2"), ("ElectricUtility", "annual_emissions_tonnes_NOx"), ("ElectricUtility", "annual_emissions_tonnes_SO2"), @@ -174,18 +200,22 @@ function combine_results(p::REoptInputs, bau::Dict, opt::Dict, bau_scenario::BAU ("Generator", "lifecycle_variable_om_cost_after_tax"), ("Generator", "lifecycle_fuel_cost_after_tax"), ("Generator", "year_one_fuel_cost_before_tax"), + ("Generator", "year_one_fuel_cost_after_tax"), ("Generator", "year_one_variable_om_cost_before_tax"), ("Generator", "year_one_fixed_om_cost_before_tax"), ("FlexibleHVAC", "temperatures_degC_node_by_time"), ("ExistingBoiler", "lifecycle_fuel_cost_after_tax"), ("ExistingBoiler", "year_one_fuel_cost_before_tax"), + ("ExistingBoiler", "year_one_fuel_cost_after_tax"), ("ExistingBoiler", "annual_thermal_production_mmbtu"), ("ExistingBoiler", "annual_fuel_consumption_mmbtu"), ("ExistingChiller", "annual_thermal_production_tonhour"), ("ExistingChiller", "annual_electric_consumption_kwh"), - ("Site", "annual_renewable_electricity_kwh"), - ("Site", "renewable_electricity_fraction"), - ("Site", "total_renewable_energy_fraction"), + ("Site", "annual_onsite_renewable_electricity_kwh"), + ("Site", "onsite_renewable_electricity_fraction_of_elec_load"), + ("Site", "onsite_renewable_energy_fraction_of_total_load"), + ("Site", "onsite_and_grid_renewable_electricity_fraction_of_elec_load"), + ("Site", "onsite_and_grid_renewable_energy_fraction_of_total_load"), ("Site", "annual_emissions_tonnes_CO2"), ("Site", "annual_emissions_tonnes_NOx"), ("Site", "annual_emissions_tonnes_SO2"), @@ -252,6 +282,9 @@ function combine_results(p::REoptInputs, bau::Dict, opt::Dict, bau_scenario::BAU end end + opt["Financial"]["year_one_total_operating_cost_savings_before_tax"] = bau["Financial"]["year_one_total_operating_cost_before_tax"] - opt["Financial"]["year_one_total_operating_cost_before_tax"] + opt["Financial"]["year_one_total_operating_cost_savings_after_tax"] = bau["Financial"]["year_one_total_operating_cost_after_tax"] - opt["Financial"]["year_one_total_operating_cost_after_tax"] + # TODO add FlexibleHVAC opex savings return opt diff --git a/src/results/site.jl b/src/results/site.jl index bacece662..cf9c21343 100644 --- a/src/results/site.jl +++ b/src/results/site.jl @@ -5,9 +5,11 @@ Adds the Site results to the dictionary passed back from `run_reopt` using the solved model `m` and the `REoptInputs`. Site results: -- `annual_renewable_electricity_kwh` -- `renewable_electricity_fraction` -- `total_renewable_energy_fraction` +- `annual_onsite_renewable_electricity_kwh` # renewable electricity from on-site renewable electricity-generating technologies (including fuel-burning technologies) +- `onsite_renewable_electricity_fraction_of_elec_load` # Portion of electricity consumption (incl. electric heating/cooling loads) that is derived from on-site renewable resource generation +- `onsite_and_grid_renewable_electricity_fraction_of_elec_load` # "Calculation is the same as onsite_renewable_electricity_fraction_of_elec_load, but additionally includes the renewable energy content of grid-purchased electricity, accounting for any battery efficiency losses +- `onsite_renewable_energy_fraction_of_total_load` # Portion of total annual energy consumption (including non-electric heating/cooling loads) that is derived from on-site renewable resource generation +- `onsite_and_grid_renewable_energy_fraction_of_total_load` # Calculation is the same as onsite_renewable_energy_fraction_of_total_load, but additionally includes the renewable energy content of grid-purchased electricity, accounting for any battery efficiency losses - `annual_emissions_tonnes_CO2` # Average annual total tons of emissions associated with the site's grid-purchased electricity and on-site fuel consumption. - `annual_emissions_tonnes_NOx` # Average annual total tons of emissions associated with the site's grid-purchased electricity and on-site fuel consumption. - `annual_emissions_tonnes_SO2` # Average annual total tons of emissions associated with the site's grid-purchased electricity and on-site fuel consumption. @@ -36,18 +38,19 @@ calculated in combine_results function if BAU scenario is run: By default, REopt uses marginal emissions rates for grid-purchased electricity. Marginal emissions rates are most appropriate for reporting a change in emissions (avoided or increased) rather than emissions totals. It is therefore recommended that emissions results from REopt (using default marginal emissions rates) be reported as the difference in emissions between the optimized and BAU case. - """ function add_site_results(m::JuMP.AbstractModel, p::REoptInputs, d::Dict; _n="") r = Dict{String, Any}() # renewable elec - r["annual_renewable_electricity_kwh"] = round(value(m[:AnnualREEleckWh]), digits=2) - r["renewable_electricity_fraction"] = round(value(m[:AnnualREEleckWh])/value(m[:AnnualEleckWh]), digits=6) - + r["annual_onsite_renewable_electricity_kwh"] = round(value(m[:AnnualOnsiteREEleckWh]), digits=2) + r["onsite_renewable_electricity_fraction_of_elec_load"] = round(value(m[:AnnualOnsiteREEleckWh])/value(m[:AnnualEleckWh]), digits=4) + r["onsite_and_grid_renewable_electricity_fraction_of_elec_load"] = round((value(m[:AnnualOnsiteREEleckWh]) + value(m[:AnnualGridREEleckWh])) /value(m[:AnnualEleckWh]), digits=4) + # total renewable energy add_re_tot_calcs(m,p) - r["total_renewable_energy_fraction"] = round(value(m[:AnnualRETotkWh])/value(m[:AnnualTotkWh]), digits=6) + r["onsite_renewable_energy_fraction_of_total_load"] = round(value(m[:AnnualOnsiteRETotkWh])/value(m[:AnnualTotkWh]), digits=4) + r["onsite_and_grid_renewable_energy_fraction_of_total_load"] = round((value(m[:AnnualOnsiteRETotkWh]) + value(m[:AnnualGridREEleckWh]))/value(m[:AnnualTotkWh]), digits=4) # Lifecycle emissions results at Site level if !isnothing(p.s.site.bau_emissions_lb_CO2_per_year) @@ -64,16 +67,11 @@ function add_site_results(m::JuMP.AbstractModel, p::REoptInputs, d::Dict; _n="") r["lifecycle_emissions_from_fuelburn_tonnes_PM25"] = round(value(m[:Lifecycle_Emissions_Lbs_PM25_fuelburn]*TONNE_PER_LB), digits=2) # Simple Average Annual Emissions results at Site level (total divided by analysis period) - r["annual_emissions_tonnes_CO2"] = r["lifecycle_emissions_tonnes_CO2"] / p.s.financial.analysis_years - r["annual_emissions_tonnes_NOx"] = r["lifecycle_emissions_tonnes_NOx"] / p.s.financial.analysis_years - r["annual_emissions_tonnes_SO2"] = r["lifecycle_emissions_tonnes_SO2"] / p.s.financial.analysis_years - r["annual_emissions_tonnes_PM25"] = r["lifecycle_emissions_tonnes_PM25"] / p.s.financial.analysis_years - - r["annual_emissions_from_fuelburn_tonnes_CO2"] = r["lifecycle_emissions_from_fuelburn_tonnes_CO2"] / p.s.financial.analysis_years - r["annual_emissions_from_fuelburn_tonnes_NOx"] = r["lifecycle_emissions_from_fuelburn_tonnes_NOx"] / p.s.financial.analysis_years - r["annual_emissions_from_fuelburn_tonnes_SO2"] = r["lifecycle_emissions_from_fuelburn_tonnes_SO2"] / p.s.financial.analysis_years - r["annual_emissions_from_fuelburn_tonnes_PM25"] = r["lifecycle_emissions_from_fuelburn_tonnes_PM25"] / p.s.financial.analysis_years - + for em in ["CO2", "NOx", "SO2", "PM25"] + r["annual_emissions_tonnes_$(em)"] = r["lifecycle_emissions_tonnes_$(em)"] / p.s.financial.analysis_years + r["annual_emissions_from_fuelburn_tonnes_$(em)"] = r["lifecycle_emissions_from_fuelburn_tonnes_$(em)"] / p.s.financial.analysis_years + end + d["Site"] = r end @@ -89,9 +87,7 @@ Function to calculate annual energy (electricity plus heat) demand and annual en #Renewable heat calculations and totalling heat/electric emissions function add_re_tot_calcs(m::JuMP.AbstractModel, p::REoptInputs) - AnnualREHeatkWh = 0 - AnnualHeatkWh = 0 - if !isempty(union(p.techs.heating, p.techs.chp)) + if !isempty(intersect(p.techs.fuel_burning, union(p.techs.heating, p.techs.chp))) # TODO: When steam turbine implemented, uncomment code below, replacing p.TechCanSupplySteamTurbine, p.STElecOutToThermInRatio, p.STThermOutToThermInRatio with new names # # Steam turbine RE heat calculations # if isempty(p.steam) @@ -117,28 +113,44 @@ function add_re_tot_calcs(m::JuMP.AbstractModel, p::REoptInputs) # ) # end - # Renewable heat (RE steam/hot water heat that is not being used to generate electricity) - AnnualREHeatkWh = @expression(m,p.hours_per_time_step*( - sum(m[:dvHeatingProduction][t,q,ts] * p.tech_renewable_energy_fraction[t] for t in setdiff(union(p.techs.heating, p.techs.chp), p.techs.ghp), q in p.heating_loads, ts in p.time_steps) #total RE heat generation (excl steam turbine, GHP) - - sum(m[:dvProductionToWaste][t,q,ts]* p.tech_renewable_energy_fraction[t] for t in p.techs.chp, q in p.heating_loads, ts in p.time_steps) #minus CHP waste heat - + sum(m[:dvSupplementaryThermalProduction][t,ts] * p.tech_renewable_energy_fraction[t] for t in p.techs.chp, ts in p.time_steps) # plus CHP supplemental firing thermal generation - - sum(m[:dvProductionToStorage][b,t,ts]*p.tech_renewable_energy_fraction[t]*(1-p.s.storage.attr[b].charge_efficiency*p.s.storage.attr[b].discharge_efficiency) for t in setdiff(union(p.techs.heating, p.techs.chp), p.techs.ghp), b in p.s.storage.types.thermal, ts in p.time_steps) #minus thermal storage losses, note does not account for p.DecayRate + #To account for hot storage losses and the RE contributions from fuel-fired sources when calculating end-use load, these expressions are used. + m[:AnnualHeatContributionToStorage] = @expression(m, sum(m[:dvProductionToStorage][b,t,ts] for t in union(p.techs.heating, p.techs.chp), b in p.s.storage.types.hot, ts in p.time_steps)) + m[:AnnualREFBToHotStoragekWh] = @expression(m, sum(m[:dvProductionToStorage][b,t,ts]*p.tech_renewable_energy_fraction[t] for t in intersect(p.techs.fuel_burning, union(p.techs.heating, p.techs.chp)), b in p.s.storage.types.hot, ts in p.time_steps)) + m[:AnnualFBToHotStoragekWh] = @expression(m, sum(m[:dvProductionToStorage][b,t,ts] for t in intersect(p.techs.fuel_burning, union(p.techs.heating, p.techs.chp)), b in p.s.storage.types.hot, ts in p.time_steps)) + if value(m[:AnnualFBToHotStoragekWh]) > 0.0 + m[:FBStorageDeliveryREFraction] = @expression(m, m[:AnnualREFBToHotStoragekWh] / m[:AnnualFBToHotStoragekWh]) + else + m[:FBStorageDeliveryREFraction] = @expression(m, 0.0) + end + m[:AnnualHotStorageLosses] = @expression(m, m[:AnnualFBToHotStoragekWh] - sum(m[:dvDischargeFromStorage][b, ts] for b in p.s.storage.types.hot, ts in p.time_steps)) + if value(m[:AnnualHeatContributionToStorage]) > 0.0 + m[:FBToHotStorageFraction] = @expression(m, m[:AnnualFBToHotStoragekWh] / m[:AnnualHeatContributionToStorage]) + else + m[:FBToHotStorageFraction] = @expression(m, 0.0) + end + # End-use consumed heating load from renewable, fuel-fired sources (electrified heat is addressed in the renewable electricity calculation) + m[:AnnualREHeatkWh] = @expression(m,p.hours_per_time_step*( + sum(m[:dvHeatingProduction][t,q,ts] * p.tech_renewable_energy_fraction[t] for t in intersect(p.techs.fuel_burning, union(p.techs.heating, p.techs.chp)), q in p.heating_loads, ts in p.time_steps) #total RE end-use heat generation from fuel sources + - sum(m[:dvProductionToWaste][t,q,ts]* p.tech_renewable_energy_fraction[t] for t in intersect(p.techs.fuel_burning, union(p.techs.heating, p.techs.chp)), q in p.heating_loads, ts in p.time_steps) #minus waste heat + - m[:FBStorageDeliveryREFraction] * m[:FBToHotStorageFraction] * m[:AnnualHotStorageLosses] # RE weight times hot storage loss attributable to FB techs ) # - AnnualRESteamToSteamTurbine # minus RE steam feeding steam turbine, adjusted by p.hours_per_time_step # + AnnualSteamTurbineREThermOut #plus steam turbine RE generation, adjusted for storage losses, adjusted by p.hours_per_time_step (not included in first line because p.tech_renewable_energy_fraction for SteamTurbine is 0) ) - # Total heat (steam/hot water heat that is not being used to generate electricity) - AnnualHeatkWh = @expression(m,p.hours_per_time_step*( - sum(m[:dvHeatingProduction][t,q,ts] for t in setdiff(union(p.techs.heating, p.techs.chp), p.techs.ghp), q in p.heating_loads, ts in p.time_steps) #total heat generation (need to see how GHP fits into this) - - sum(m[:dvProductionToWaste][t,q,ts] for t in p.techs.chp, q in p.heating_loads, ts in p.time_steps) #minus CHP waste heat - + sum(m[:dvSupplementaryThermalProduction][t,ts] for t in p.techs.chp, ts in p.time_steps) # plus CHP supplemental firing thermal generation - - sum(m[:dvProductionToStorage][b,t,ts]*(1-p.s.storage.attr[b].charge_efficiency*p.s.storage.attr[b].discharge_efficiency) for t in setdiff(union(p.techs.heating, p.techs.chp), p.techs.ghp), b in p.s.storage.types.thermal, ts in p.time_steps) #minus thermal storage losses + # End-use consumed heating load from fuel-fired sources (electrified heat is addressed in the renewable electricity calculation) + m[:AnnualHeatkWh] = @expression(m,p.hours_per_time_step*( + sum(m[:dvHeatingProduction][t,q,ts] for t in intersect(p.techs.fuel_burning, union(p.techs.heating, p.techs.chp)), q in p.heating_loads, ts in p.time_steps) #total end-use heat generation from fuel sources + - sum(m[:dvProductionToWaste][t,q,ts] for t in intersect(p.techs.fuel_burning, union(p.techs.heating, p.techs.chp)), q in p.heating_loads, ts in p.time_steps) #minus waste heat + - m[:FBToHotStorageFraction] * m[:AnnualHotStorageLosses] # hot storage loss attributable to FB techs ) # - AnnualSteamToSteamTurbine # minus steam going to SteamTurbine; already adjusted by p.hours_per_time_step ) + else + m[:AnnualREHeatkWh] = @expression(m, 0.0) + m[:AnnualHeatkWh] = @expression(m, 0.0) end - m[:AnnualRETotkWh] = @expression(m, m[:AnnualREEleckWh] + AnnualREHeatkWh) - m[:AnnualTotkWh] = @expression(m, m[:AnnualEleckWh] + AnnualHeatkWh) + m[:AnnualOnsiteRETotkWh] = @expression(m, m[:AnnualOnsiteREEleckWh] + m[:AnnualREHeatkWh]) + m[:AnnualTotkWh] = @expression(m, m[:AnnualEleckWh] + m[:AnnualHeatkWh]) nothing -end \ No newline at end of file +end diff --git a/src/results/wind.jl b/src/results/wind.jl index fe16dc065..8c976279c 100644 --- a/src/results/wind.jl +++ b/src/results/wind.jl @@ -8,7 +8,7 @@ - `electric_to_grid_series_kw` Vector of power exported to the grid over an average year - `annual_energy_exported_kwh` Average annual energy exported to the grid - `electric_to_load_series_kw` Vector of power used to meet load over an average year -- `annual_energy_produced_kwh` Average annual energy produced +- `annual_energy_produced_kwh` Average annual energy produced, accounting for degradation. Includes curtailed energy. - `lcoe_per_kwh` Levelized Cost of Energy produced by the PV system - `electric_curtailed_series_kw` Vector of power curtailed over an average year - `production_factor_series` Wind production factor in each time step, either provided by user or obtained from SAM @@ -32,8 +32,6 @@ function add_wind_results(m::JuMP.AbstractModel, p::REoptInputs, d::Dict; _n="") if !isempty(p.s.storage.types.elec) WindToStorage = (sum(m[:dvProductionToStorage][b, t, ts] for b in p.s.storage.types.elec) for ts in p.time_steps) - PVtoBatt = (sum(m[Symbol("dvProductionToStorage"*_n)][b, t, ts] for b in p.s.storage.types.elec) for ts in p.time_steps) - else WindToStorage = zeros(length(p.time_steps)) end diff --git a/src/core/sam/defaults/defaults_fresnel_physical_iph_step1.json b/src/sam/defaults/defaults_fresnel_physical_iph_step1.json similarity index 99% rename from src/core/sam/defaults/defaults_fresnel_physical_iph_step1.json rename to src/sam/defaults/defaults_fresnel_physical_iph_step1.json index f1f04bdce..48fe781c8 100644 --- a/src/core/sam/defaults/defaults_fresnel_physical_iph_step1.json +++ b/src/sam/defaults/defaults_fresnel_physical_iph_step1.json @@ -1,173 +1,173 @@ -{ - "file_name" : "C:/Users/jgifford/OneDrive - NREL/Reports/15-UH-SIPS/SAM/2025.02.24_GEN3CSP_BETA/solar_resource/tucson_az_32.116521_-110.933042_psmv3_60_tmy.csv", - "solar_mult_in" : 2.2999999999999998, - "total_Ap_in" : 877000, - "solar_mult_or_Ap" : 0, - "T_loop_in_des" : 293, - "T_loop_out" : 525, - "I_bn_des" : 950, - "tshours" : 40, - "q_pb_design" : 279.88, - "nMod" : 8, - "eta_pump" : 0.84999999999999998, - "HDR_rough" : 4.57e-05, - "theta_stow" : 170, - "theta_dep" : 10, - "FieldConfig" : 2, - "Fluid" : 18, - "T_fp" : 263, - "V_hdr_max" : 3, - "V_hdr_min" : 2, - "Pipe_hl_coef" : 0.45000000000000001, - "mc_bal_hot" : 0.20000000000000001, - "mc_bal_cold" : 0.20000000000000001, - "mc_bal_sca" : 4.5, - "water_per_wash" : 0.02, - 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0.50895999999999997, 0.50619000000000003, 0.48643999999999998, 0.45945000000000003, 0.37544, 0.25856000000000001, 0.12598000000000001, 0 ], [ 60, 0.32562999999999998, 0.31877, 0.31058999999999998, 0.30891000000000002, 0.29685, 0.28038000000000002, 0.22911000000000001, 0.15779000000000001, 0.076880000000000004, 0 ], [ 70, 0.1173, 0.11483, 0.11187999999999999, 0.11128, 0.10693, 0.10100000000000001, 0.082530000000000006, 0.056840000000000002, 0.027689999999999999, 0 ], [ 80, 0.01103, 0.010800000000000001, 0.01052, 0.010460000000000001, 0.010059999999999999, 0.0094999999999999998, 0.0077600000000000004, 0.0053400000000000001, 0.0025999999999999999, 0 ], [ 90, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ] ], - "rec_model" : 2, - "HCE_FieldFrac" : [ 0.98499999999999999, 0.01, 0.0050000000000000001, 0 ], - "D_abs_in" : [ 0.066000000000000003, 0.066000000000000003, 0.066000000000000003, 0.066000000000000003 ], - "D_abs_out" : [ 0.070000000000000007, 0.070000000000000007, 0.070000000000000007, 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b/src/sam/defaults/defaults_step1_ptc.json similarity index 100% rename from src/core/sam/defaults/defaults_step1_ptc.json rename to src/sam/defaults/defaults_step1_ptc.json diff --git a/src/core/sam/defaults/defaults_swh_evactube_step1.json b/src/sam/defaults/defaults_swh_evactube_step1.json similarity index 99% rename from src/core/sam/defaults/defaults_swh_evactube_step1.json rename to src/sam/defaults/defaults_swh_evactube_step1.json index c35cbf25c..2fc0df8c7 100644 --- a/src/core/sam/defaults/defaults_swh_evactube_step1.json +++ b/src/sam/defaults/defaults_swh_evactube_step1.json @@ -1,50 +1,50 @@ -{ - "solar_resource_file" : "C:/SAM/2021.12.02/solar_resource/phoenix_az_33.450495_-111.983688_psmv3_60_tmy.csv", - "scaled_draw" : [ 0, 2.3618459326183374, 1.1109380494852845, 0.83189644528360018, 0.97097821654011995, 2.020691964682761, 6.7706256735527424, 15.57069392656688, 17.407722987924316, 15.833112362899938, 13.471246428876391, 11.19688664263921, 9.3598775826869858, 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a/src/core/sam/defaults/defaults_swh_flatplate_step1.json b/src/sam/defaults/defaults_swh_flatplate_step1.json similarity index 99% rename from src/core/sam/defaults/defaults_swh_flatplate_step1.json rename to src/sam/defaults/defaults_swh_flatplate_step1.json index 50bb049b5..4e21785c7 100644 --- a/src/core/sam/defaults/defaults_swh_flatplate_step1.json +++ b/src/sam/defaults/defaults_swh_flatplate_step1.json @@ -1,50 +1,50 @@ -{ - "solar_resource_file" : "C:/SAM/2021.12.02/solar_resource/phoenix_az_33.450495_-111.983688_psmv3_60_tmy.csv", - "scaled_draw" : [ 0, 2.3618459326183374, 1.1109380494852845, 0.83189644528360018, 0.97097821654011995, 2.020691964682761, 6.7706256735527424, 15.57069392656688, 17.407722987924316, 15.833112362899938, 13.471246428876391, 11.19688664263921, 9.3598775826869858, 7.9602692525327354, 7.0418047253670393, 6.350736174014644, 6.5781721526383619, 7.732863276016829, 10.147112890280946, 11.984141951638378, 12.071648099424745, 10.934468206306155, 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src/sam/defaults/defaults_swh_step1.json diff --git a/src/core/sam/defaults/defaults_tcsmolten_salt_new.json b/src/sam/defaults/defaults_tcsmolten_salt_new.json similarity index 100% rename from src/core/sam/defaults/defaults_tcsmolten_salt_new.json rename to src/sam/defaults/defaults_tcsmolten_salt_new.json diff --git a/src/core/sam/defaults/defaults_trough_physical_iph.json b/src/sam/defaults/defaults_trough_physical_iph.json similarity index 100% rename from src/core/sam/defaults/defaults_trough_physical_iph.json rename to src/sam/defaults/defaults_trough_physical_iph.json diff --git a/src/core/sam/defaults/defaults_trough_physical_iph_step1.json b/src/sam/defaults/defaults_trough_physical_iph_step1.json similarity index 100% rename from src/core/sam/defaults/defaults_trough_physical_iph_step1.json rename to src/sam/defaults/defaults_trough_physical_iph_step1.json diff --git a/src/core/sam/defaults/scaled_draw_500000_kg_per_day.csv 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src/core/sam/defaults/tucson_az_32.116521_-110.933042_psmv3_60_tmy.csv rename to src/sam/defaults/tucson_az_32.116521_-110.933042_psmv3_60_tmy.csv index f72c5a692..278ef7dbe 100644 --- a/src/core/sam/defaults/tucson_az_32.116521_-110.933042_psmv3_60_tmy.csv +++ b/src/sam/defaults/tucson_az_32.116521_-110.933042_psmv3_60_tmy.csv @@ -1,8763 +1,8763 @@ -Source,Location ID,City,State,Country,Latitude,Longitude,Time Zone,Elevation,Local Time Zone,Dew Point Units,DHI Units,DNI Units,GHI Units,Temperature Units,Pressure Units,Wind Direction Units,Wind Speed,Surface Albedo Units,Version -NSRDB,67345,-,-,-,32.13,-110.94,-7,773,-7,c,w/m2,w/m2,w/m2,c,mbar,Degrees,m/s,N/A,v3.0.0 -Year,Month,Day,Hour,Minute,DNI,DHI,GHI,Dew Point,Temperature,Pressure,Wind Direction,Wind Speed,Surface Albedo,,,,,, -2008,1,1,0,30,0,0,0,-8,1,930,253.4,6.4,0.198,,,,,, -2008,1,1,1,30,0,0,0,-8,0,930,258.7,7.4,0.198,,,,,, -2008,1,1,2,30,0,0,0,-8,0,930,257.5,8,0.198,,,,,, -2008,1,1,3,30,0,0,0,-10,0,930,255.1,8.3,0.198,,,,,, 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-2008,1,26,8,30,11,76,79,-2,8,930,277.7,1.7,0.207,,,,,, -2008,1,26,9,30,288,153,263,-2,12,930,282.1,1.8,0.207,,,,,, -2008,1,26,10,30,541,167,445,-2,15,930,331.5,1.8,0.207,,,,,, -2008,1,26,11,30,582,192,540,-4,16,930,358.3,1.8,0.207,,,,,, -2008,1,26,12,30,603,201,582,-5,17,930,10.3,1.5,0.207,,,,,, -2008,1,26,13,30,383,263,496,-6,17,930,0.4,1.3,0.207,,,,,, -2008,1,26,14,30,548,175,468,-6,17,920,347.8,0.9,0.207,,,,,, -2008,1,26,15,30,488,136,337,-5,16,920,331.5,0.6,0.207,,,,,, -2008,1,26,16,30,356,84,173,0,15,920,316.8,0.7,0.207,,,,,, -2008,1,26,17,30,223,22,35,-1,13,930,325.8,0.8,0.207,,,,,, -2008,1,26,18,30,0,0,0,-2,12,930,309.6,1,0.207,,,,,, -2008,1,26,19,30,0,0,0,-2,11,930,294.6,1,0.207,,,,,, -2008,1,26,20,30,0,0,0,-1,10,930,294.7,1,0.207,,,,,, -2008,1,26,21,30,0,0,0,-1,9,930,289.6,1,0.207,,,,,, -2008,1,26,22,30,0,0,0,0,9,930,291.6,1.1,0.207,,,,,, -2008,1,26,23,30,0,0,0,0,8,920,299.1,1.1,0.207,,,,,, -2008,1,27,0,30,0,0,0,0,8,920,310.5,1.1,0.207,,,,,, -2008,1,27,1,30,0,0,0,0,8,920,319.7,1.1,0.207,,,,,, -2008,1,27,2,30,0,0,0,0,8,920,341.1,1.1,0.207,,,,,, -2008,1,27,3,30,0,0,0,0,8,920,352.9,1.1,0.207,,,,,, -2008,1,27,4,30,0,0,0,1,7,920,347,1.1,0.207,,,,,, -2008,1,27,5,30,0,0,0,1,7,920,334.3,1.1,0.207,,,,,, -2008,1,27,6,30,0,0,0,1,7,920,326.9,1.1,0.207,,,,,, -2008,1,27,7,30,0,0,0,2,9,920,320.7,1.1,0.207,,,,,, -2008,1,27,8,30,0,22,22,3,10,920,323.2,1.5,0.207,,,,,, -2008,1,27,9,30,0,40,40,4,11,920,332.4,2.1,0.207,,,,,, -2008,1,27,10,30,0,61,61,6,12,920,339.7,2.6,0.207,,,,,, -2008,1,27,11,30,0,77,77,8,13,920,6.3,3.6,0.207,,,,,, -2008,1,27,12,30,0,94,94,9,13,920,21,4.5,0.207,,,,,, -2008,1,27,13,30,0,97,97,9,13,920,24.7,4.9,0.207,,,,,, -2008,1,27,14,30,817,97,537,10,13,920,24.4,4.7,0.207,,,,,, -2008,1,27,15,30,0,46,46,10,12,920,23.9,3.8,0.207,,,,,, -2008,1,27,16,30,0,43,43,10,11,920,23.3,2.6,0.207,,,,,, -2008,1,27,17,30,0,8,8,10,11,920,20.4,2.1,0.207,,,,,, -2008,1,27,18,30,0,0,0,9,10,920,17.4,2.4,0.207,,,,,, -2008,1,27,19,30,0,0,0,9,10,920,16.1,2.9,0.207,,,,,, -2008,1,27,20,30,0,0,0,9,10,920,15.2,3.3,0.207,,,,,, -2008,1,27,21,30,0,0,0,9,10,920,14.9,3.6,0.207,,,,,, -2008,1,27,22,30,0,0,0,9,10,920,14.5,3.8,0.207,,,,,, -2008,1,27,23,30,0,0,0,9,10,920,15.2,4.2,0.207,,,,,, -2008,1,28,0,30,0,0,0,9,10,920,18,4.7,0.207,,,,,, -2008,1,28,1,30,0,0,0,9,10,920,23.5,5.1,0.207,,,,,, -2008,1,28,2,30,0,0,0,9,9,920,31.8,5.1,0.207,,,,,, -2008,1,28,3,30,0,0,0,8,8,920,45.4,5,0.207,,,,,, -2008,1,28,4,30,0,0,0,8,8,920,62.1,4.9,0.207,,,,,, -2008,1,28,5,30,0,0,0,7,7,920,72.2,4.4,0.207,,,,,, -2008,1,28,6,30,0,0,0,7,7,920,74.5,3.8,0.207,,,,,, -2008,1,28,7,30,0,14,14,6,7,920,71.8,3.6,0.207,,,,,, -2008,1,28,8,30,685,45,193,6,8,920,65.4,3.7,0.207,,,,,, -2008,1,28,9,30,856,60,390,6,10,920,60.1,4.2,0.207,,,,,, -2008,1,28,10,30,941,65,553,5,11,920,59.6,4.7,0.207,,,,,, -2008,1,28,11,30,981,67,660,4,12,920,60.5,5.3,0.207,,,,,, -2008,1,28,12,30,994,68,702,3,13,920,61.8,5.8,0.207,,,,,, -2008,1,28,13,30,986,68,676,3,14,920,61.9,6.1,0.207,,,,,, -2008,1,28,14,30,937,74,582,2,14,920,60.8,6.2,0.207,,,,,, -2008,1,28,15,30,872,65,431,1,13,920,59.5,6,0.207,,,,,, -2008,1,28,16,30,733,51,239,1,11,920,60.1,4.9,0.207,,,,,, -2008,1,28,17,30,344,22,44,1,9,920,59.7,3.4,0.207,,,,,, -2008,1,28,18,30,0,0,0,1,7,920,59.9,2.5,0.207,,,,,, -2008,1,28,19,30,0,0,0,2,6,920,60.5,2.3,0.207,,,,,, -2008,1,28,20,30,0,0,0,2,4,920,61.7,2.1,0.207,,,,,, -2008,1,28,21,30,0,0,0,2,4,920,64.4,1.8,0.207,,,,,, -2008,1,28,22,30,0,0,0,2,3,920,65.6,1.6,0.207,,,,,, -2008,1,28,23,30,0,0,0,2,3,920,62.1,1.6,0.207,,,,,, -2008,1,29,0,30,0,0,0,2,3,920,58.5,1.8,0.207,,,,,, -2008,1,29,1,30,0,0,0,2,3,920,56.2,2,0.207,,,,,, -2008,1,29,2,30,0,0,0,2,3,920,60.9,1.9,0.207,,,,,, -2008,1,29,3,30,0,0,0,2,3,920,72.8,1.2,0.207,,,,,, -2008,1,29,4,30,0,0,0,2,3,920,89.6,0.5,0.207,,,,,, -2008,1,29,5,30,0,0,0,2,3,920,175.7,0.5,0.207,,,,,, -2008,1,29,6,30,0,0,0,2,3,920,237.4,1,0.207,,,,,, 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-2008,1,30,17,30,267,27,46,-2,4,920,111.3,3.6,0.207,,,,,, -2008,1,30,18,30,0,0,0,-2,2,920,123.7,2.6,0.207,,,,,, -2008,1,30,19,30,0,0,0,-2,1,920,137.9,2.2,0.207,,,,,, -2008,1,30,20,30,0,0,0,-2,0,920,150.7,1.9,0.207,,,,,, -2008,1,30,21,30,0,0,0,-3,0,920,163.2,1.7,0.207,,,,,, -2008,1,30,22,30,0,0,0,-4,0,920,174.9,1.6,0.207,,,,,, -2008,1,30,23,30,0,0,0,-5,-1,920,184.7,1.5,0.207,,,,,, -2008,1,31,0,30,0,0,0,-5,-1,920,193.8,1.5,0.207,,,,,, -2008,1,31,1,30,0,0,0,-6,-2,920,204.7,1.5,0.207,,,,,, -2008,1,31,2,30,0,0,0,-6,-2,920,211.4,1.6,0.207,,,,,, -2008,1,31,3,30,0,0,0,-7,-2,930,214,1.8,0.207,,,,,, -2008,1,31,4,30,0,0,0,-7,-3,930,220,2,0.207,,,,,, -2008,1,31,5,30,0,0,0,-8,-3,930,228.9,2.3,0.207,,,,,, -2008,1,31,6,30,0,0,0,-9,-2,930,234.5,3,0.207,,,,,, -2008,1,31,7,30,0,12,19,-9,0,930,237,4.3,0.207,,,,,, -2008,1,31,8,30,773,42,214,-10,2,930,239.8,5.4,0.207,,,,,, -2008,1,31,9,30,928,55,421,-13,5,930,242.7,5.5,0.207,,,,,, -2008,1,31,10,30,998,63,590,-15,7,930,243,5,0.207,,,,,, 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-2004,2,10,5,30,0,0,0,-10,1,920,300.1,1.1,0.216,,,,,, -2004,2,10,6,30,0,0,0,-11,1,920,310.5,1.1,0.216,,,,,, -2004,2,10,7,30,324,18,35,-9,3,920,316,1.2,0.216,,,,,, -2004,2,10,8,30,288,91,164,-8,7,920,324,1.6,0.216,,,,,, -2004,2,10,9,30,889,67,447,-10,10,920,6.2,2,0.216,,,,,, -2004,2,10,10,30,959,77,617,-11,13,920,17.8,2.3,0.216,,,,,, -2004,2,10,11,30,990,84,730,-11,14,920,27.4,2.5,0.216,,,,,, -2004,2,10,12,30,1002,86,775,-11,15,920,38.2,2.9,0.216,,,,,, -2004,2,10,13,30,994,85,749,-11,16,920,48.6,3.2,0.216,,,,,, -2004,2,10,14,30,965,81,653,-10,15,920,58.2,3.4,0.216,,,,,, -2004,2,10,15,30,903,73,496,-10,14,920,65.9,3.4,0.216,,,,,, -2004,2,10,16,30,777,59,295,-10,11,920,73.9,2.4,0.216,,,,,, -2004,2,10,17,30,464,32,82,-5,7,920,84.1,1.4,0.216,,,,,, -2004,2,10,18,30,0,0,0,-5,5,920,97.3,1.3,0.216,,,,,, -2004,2,10,19,30,0,0,0,-5,3,920,114.1,1.3,0.216,,,,,, -2004,2,10,20,30,0,0,0,-6,3,920,131.3,1.2,0.216,,,,,, -2004,2,10,21,30,0,0,0,-6,3,920,148.3,1.2,0.216,,,,,, -2004,2,10,22,30,0,0,0,-7,3,920,164.9,1.2,0.216,,,,,, -2004,2,10,23,30,0,0,0,-7,3,920,175.6,1.2,0.216,,,,,, -2004,2,11,0,30,0,0,0,-8,3,920,182.2,1.2,0.216,,,,,, -2004,2,11,1,30,0,0,0,-8,2,920,184,1.2,0.216,,,,,, -2004,2,11,2,30,0,0,0,-9,2,920,185.2,1.2,0.216,,,,,, -2004,2,11,3,30,0,0,0,-9,2,920,185.5,1.3,0.216,,,,,, -2004,2,11,4,30,0,0,0,-9,2,920,185.7,1.3,0.216,,,,,, -2004,2,11,5,30,0,0,0,-9,2,920,190.5,1.3,0.216,,,,,, -2004,2,11,6,30,0,0,0,-10,2,920,197.2,1.1,0.216,,,,,, -2004,2,11,7,30,321,19,37,-9,4,920,204.9,1.2,0.216,,,,,, -2004,2,11,8,30,739,51,241,-8,8,920,214.3,1.2,0.216,,,,,, -2004,2,11,9,30,887,67,450,-9,11,920,181,1.1,0.216,,,,,, -2004,2,11,10,30,957,77,620,-9,13,920,138.4,1.5,0.216,,,,,, -2004,2,11,11,30,990,83,733,-9,14,920,124,2.2,0.216,,,,,, -2004,2,11,12,30,1003,85,779,-9,15,920,116.2,2.9,0.216,,,,,, -2004,2,11,13,30,998,83,754,-9,15,920,106.9,3.5,0.216,,,,,, -2004,2,11,14,30,971,79,659,-10,15,920,100.8,3.9,0.216,,,,,, -2004,2,11,15,30,914,71,503,-10,14,920,98.5,4,0.216,,,,,, -2004,2,11,16,30,795,57,301,-10,11,920,98.4,2.9,0.216,,,,,, -2004,2,11,17,30,501,31,87,-5,7,920,100.2,1.7,0.216,,,,,, -2004,2,11,18,30,0,0,0,-5,5,920,107.5,1.5,0.216,,,,,, -2004,2,11,19,30,0,0,0,-5,5,920,119.4,1.4,0.216,,,,,, -2004,2,11,20,30,0,0,0,-6,5,920,130.9,1.3,0.216,,,,,, -2004,2,11,21,30,0,0,0,-7,5,920,141.2,1.3,0.216,,,,,, -2004,2,11,22,30,0,0,0,-8,5,920,149.8,1.3,0.216,,,,,, -2004,2,11,23,30,0,0,0,-8,5,920,155.9,1.2,0.216,,,,,, -2004,2,12,0,30,0,0,0,-9,4,920,164.4,1.2,0.216,,,,,, -2004,2,12,1,30,0,0,0,-9,4,920,178.7,1.1,0.216,,,,,, -2004,2,12,2,30,0,0,0,-9,3,920,199.6,1,0.216,,,,,, -2004,2,12,3,30,0,0,0,-10,3,920,218.5,1,0.216,,,,,, -2004,2,12,4,30,0,0,0,-10,2,920,228,1,0.216,,,,,, -2004,2,12,5,30,0,0,0,-10,2,920,234.8,1.2,0.216,,,,,, -2004,2,12,6,30,0,0,0,-10,2,920,245.4,1.2,0.216,,,,,, -2004,2,12,7,30,372,20,42,-9,3,920,254.4,1.6,0.216,,,,,, -2004,2,12,8,30,789,50,255,-8,7,920,260.6,1.9,0.216,,,,,, -2004,2,12,9,30,931,64,469,-10,10,920,291.1,1.5,0.216,,,,,, -2004,2,12,10,30,997,73,643,-11,12,920,345.7,1.4,0.216,,,,,, -2004,2,12,11,30,1021,83,757,-12,13,920,33.6,1.8,0.216,,,,,, -2004,2,12,12,30,1033,84,803,-12,14,920,60.1,2.4,0.216,,,,,, -2004,2,12,13,30,1026,82,776,-12,14,920,72.1,3,0.216,,,,,, -2004,2,12,14,30,998,78,678,-12,13,920,80.5,3.6,0.216,,,,,, -2004,2,12,15,30,941,70,518,-12,12,920,87,3.8,0.216,,,,,, -2004,2,12,16,30,824,57,313,-12,9,920,92.5,2.7,0.216,,,,,, -2004,2,12,17,30,530,32,93,-7,5,920,100.2,1.6,0.216,,,,,, -2004,2,12,18,30,0,0,0,-6,3,920,115.4,1.2,0.216,,,,,, -2004,2,12,19,30,0,0,0,-7,2,920,135,1.2,0.216,,,,,, -2004,2,12,20,30,0,0,0,-7,1,920,156.6,1.2,0.216,,,,,, -2004,2,12,21,30,0,0,0,-8,1,920,171.6,1.2,0.216,,,,,, -2004,2,12,22,30,0,0,0,-8,0,920,177.1,1.3,0.216,,,,,, -2004,2,12,23,30,0,0,0,-9,0,920,176,1.3,0.216,,,,,, -2004,2,13,0,30,0,0,0,-10,0,920,172.8,1.2,0.216,,,,,, -2004,2,13,1,30,0,0,0,-10,0,920,169.5,1.2,0.216,,,,,, -2004,2,13,2,30,0,0,0,-11,0,920,165.5,1.2,0.216,,,,,, -2004,2,13,3,30,0,0,0,-11,0,920,162.9,1.3,0.216,,,,,, -2004,2,13,4,30,0,0,0,-11,0,920,164.6,1.3,0.216,,,,,, -2004,2,13,5,30,0,0,0,-11,-1,920,172.1,1.3,0.216,,,,,, -2004,2,13,6,30,0,0,0,-11,-1,920,183.3,1.2,0.216,,,,,, -2004,2,13,7,30,401,21,46,-9,0,920,196.6,1.8,0.216,,,,,, -2004,2,13,8,30,801,51,262,-10,3,920,197.3,2.7,0.216,,,,,, -2004,2,13,9,30,939,65,477,-13,6,920,179.8,3.1,0.216,,,,,, -2004,2,13,10,30,1004,73,652,-14,7,920,171.5,3.3,0.216,,,,,, -2004,2,13,11,30,1032,79,765,-15,9,920,162.1,3.7,0.216,,,,,, -2004,2,13,12,30,1042,80,810,-15,10,920,156.1,4,0.216,,,,,, -2004,2,13,13,30,1033,79,782,-15,10,920,153.8,4.1,0.216,,,,,, -2004,2,13,14,30,1001,77,682,-15,10,920,155,3.9,0.216,,,,,, -2004,2,13,15,30,944,69,522,-15,9,920,159.8,3.5,0.216,,,,,, -2004,2,13,16,30,831,56,317,-14,7,920,171.1,2.4,0.216,,,,,, -2004,2,13,17,30,556,31,97,-9,4,920,188.1,1.4,0.216,,,,,, -2004,2,13,18,30,0,0,0,-9,2,920,210.2,1.4,0.216,,,,,, -2004,2,13,19,30,0,0,0,-10,2,920,228,1.6,0.216,,,,,, -2004,2,13,20,30,0,0,0,-11,1,920,240.6,1.6,0.216,,,,,, -2004,2,13,21,30,0,0,0,-11,1,920,249.1,1.5,0.216,,,,,, -2004,2,13,22,30,0,0,0,-12,1,920,253.2,1.5,0.216,,,,,, -2004,2,13,23,30,0,0,0,-13,1,920,254.9,1.5,0.216,,,,,, -2004,2,14,0,30,0,0,0,-13,0,920,254.9,1.5,0.216,,,,,, -2004,2,14,1,30,0,0,0,-12,0,920,255.3,1.5,0.216,,,,,, -2004,2,14,2,30,0,0,0,-13,0,920,255.2,1.5,0.216,,,,,, -2004,2,14,3,30,0,0,0,-13,0,920,254.3,1.6,0.216,,,,,, -2004,2,14,4,30,0,0,0,-13,-1,920,253.2,1.7,0.216,,,,,, -2004,2,14,5,30,0,0,0,-13,-1,920,253.1,1.8,0.216,,,,,, -2004,2,14,6,30,0,0,0,-13,-1,920,253.6,2.1,0.216,,,,,, -2004,2,14,7,30,408,21,47,-11,2,920,253.7,3.1,0.216,,,,,, -2004,2,14,8,30,798,48,261,-13,6,920,254.4,3.3,0.216,,,,,, -2004,2,14,9,30,932,61,473,-14,10,920,264.3,2.5,0.216,,,,,, -2004,2,14,10,30,993,69,645,-15,13,920,270.2,1.5,0.216,,,,,, -2004,2,14,11,30,1009,81,757,-15,15,920,262,0.9,0.216,,,,,, -2004,2,14,12,30,1016,84,801,-14,16,920,163.3,1.2,0.216,,,,,, -2004,2,14,13,30,1004,85,772,-13,16,920,140.7,1.8,0.216,,,,,, -2004,2,14,14,30,975,81,674,-13,15,920,128,2.2,0.216,,,,,, -2004,2,14,15,30,905,76,514,-12,14,920,122.1,2.3,0.216,,,,,, -2004,2,14,16,30,351,114,225,-9,11,920,121.2,1.7,0.216,,,,,, -2004,2,14,17,30,0,12,12,-5,8,920,126.4,1.2,0.216,,,,,, -2004,2,14,18,30,0,0,0,-5,6,920,140.9,1.4,0.216,,,,,, -2004,2,14,19,30,0,0,0,-5,6,920,162.3,1.5,0.216,,,,,, -2004,2,14,20,30,0,0,0,-5,5,920,182.9,1.5,0.216,,,,,, -2004,2,14,21,30,0,0,0,-6,5,920,200.5,1.5,0.216,,,,,, -2004,2,14,22,30,0,0,0,-7,5,920,211.7,1.5,0.216,,,,,, -2004,2,14,23,30,0,0,0,-8,4,920,217.8,1.4,0.216,,,,,, -2004,2,15,0,30,0,0,0,-9,4,920,225,1.4,0.216,,,,,, -2004,2,15,1,30,0,0,0,-10,4,920,232.9,1.4,0.216,,,,,, -2004,2,15,2,30,0,0,0,-10,4,920,235.2,1.3,0.216,,,,,, -2004,2,15,3,30,0,0,0,-11,4,920,230.5,1.3,0.216,,,,,, -2004,2,15,4,30,0,0,0,-11,3,920,224.6,1.3,0.216,,,,,, 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-2004,2,15,22,30,0,0,0,-7,7,920,203.9,1.3,0.216,,,,,, -2004,2,15,23,30,0,0,0,-8,7,930,214.7,1.3,0.216,,,,,, -2004,2,16,0,30,0,0,0,-9,6,930,214.6,1.4,0.216,,,,,, -2004,2,16,1,30,0,0,0,-8,5,930,217.7,1.3,0.216,,,,,, -2004,2,16,2,30,0,0,0,-8,4,920,235.6,1.3,0.216,,,,,, -2004,2,16,3,30,0,0,0,-8,4,920,243.9,1.3,0.216,,,,,, -2004,2,16,4,30,0,0,0,-8,4,930,244.8,1.4,0.216,,,,,, -2004,2,16,5,30,0,0,0,-9,4,930,241,1.4,0.216,,,,,, -2004,2,16,6,30,0,0,0,-9,4,930,232.2,1.4,0.216,,,,,, -2004,2,16,7,30,292,26,47,-7,6,930,231.5,1.9,0.216,,,,,, -2004,2,16,8,30,737,54,256,-7,11,930,242.9,2.4,0.216,,,,,, -2004,2,16,9,30,879,68,464,-8,15,930,247.4,1.9,0.216,,,,,, -2004,2,16,10,30,942,78,632,-9,17,930,229.5,1.4,0.216,,,,,, -2004,2,16,11,30,972,85,743,-9,19,930,178.8,1.6,0.216,,,,,, -2004,2,16,12,30,978,89,787,-8,20,930,153.7,2.3,0.216,,,,,, -2004,2,16,13,30,122,342,426,-8,20,930,149,2.7,0.216,,,,,, -2004,2,16,14,30,560,205,551,-7,19,930,149.4,2.7,0.216,,,,,, -2004,2,16,15,30,601,138,434,-7,18,930,152.3,2.4,0.216,,,,,, -2004,2,16,16,30,498,95,257,-6,15,930,153.9,1.6,0.216,,,,,, -2004,2,16,17,30,154,46,66,0,12,930,156.3,1.1,0.216,,,,,, -2004,2,16,18,30,0,0,0,-1,10,930,166.7,1.3,0.216,,,,,, -2004,2,16,19,30,0,0,0,-2,10,930,184.3,1.3,0.216,,,,,, -2004,2,16,20,30,0,0,0,-3,10,930,201,1.4,0.216,,,,,, -2004,2,16,21,30,0,0,0,-4,9,930,215.9,1.4,0.216,,,,,, -2004,2,16,22,30,0,0,0,-4,8,930,228.1,1.5,0.216,,,,,, -2004,2,16,23,30,0,0,0,-4,7,930,234.9,1.5,0.216,,,,,, -2004,2,17,0,30,0,0,0,-4,6,930,237.6,1.5,0.216,,,,,, -2004,2,17,1,30,0,0,0,-4,5,930,239,1.6,0.216,,,,,, -2004,2,17,2,30,0,0,0,-4,4,930,241.6,1.7,0.216,,,,,, -2004,2,17,3,30,0,0,0,-4,4,930,245.8,1.9,0.216,,,,,, -2004,2,17,4,30,0,0,0,-4,4,930,250.8,2,0.216,,,,,, -2004,2,17,5,30,0,0,0,-5,3,930,253.7,2.1,0.216,,,,,, -2004,2,17,6,30,0,0,0,-5,4,930,255.5,2.6,0.216,,,,,, -2004,2,17,7,30,393,23,53,-5,8,930,258.3,3.8,0.216,,,,,, -2004,2,17,8,30,766,50,264,-6,12,930,260.9,4.7,0.216,,,,,, -2004,2,17,9,30,900,64,473,-5,17,930,268.6,5.3,0.216,,,,,, -2004,2,17,10,30,963,72,642,-6,21,930,279.7,5.3,0.216,,,,,, -2004,2,17,11,30,986,81,753,-6,23,930,285.3,4.4,0.216,,,,,, -2004,2,17,12,30,995,83,797,-5,24,930,295.9,3.4,0.216,,,,,, -2004,2,17,13,30,987,83,770,-5,25,930,312.7,2.5,0.216,,,,,, -2004,2,17,14,30,958,80,675,-5,25,930,331.1,2.2,0.216,,,,,, -2004,2,17,15,30,900,73,518,-5,24,930,344.1,1.8,0.216,,,,,, -2004,2,17,16,30,279,127,218,1,21,930,352.3,1.2,0.216,,,,,, -2004,2,17,17,30,503,36,102,2,17,930,0.3,1,0.217,,,,,, -2004,2,17,18,30,0,0,0,0,15,930,356.2,1.1,0.217,,,,,, -2004,2,17,19,30,0,0,0,0,13,930,342.8,1.2,0.217,,,,,, -2004,2,17,20,30,0,0,0,0,12,930,328,1.3,0.217,,,,,, -2004,2,17,21,30,0,0,0,-1,12,930,311.1,1.3,0.217,,,,,, -2004,2,17,22,30,0,0,0,-2,11,930,294.6,1.4,0.217,,,,,, -2004,2,17,23,30,0,0,0,-3,11,930,282.2,1.4,0.217,,,,,, -2004,2,18,0,30,0,0,0,-3,10,930,275.4,1.5,0.217,,,,,, -2004,2,18,1,30,0,0,0,-3,10,930,273.1,1.5,0.217,,,,,, -2004,2,18,2,30,0,0,0,-4,9,930,274.7,1.4,0.217,,,,,, -2004,2,18,3,30,0,0,0,-4,9,930,281.5,1.4,0.217,,,,,, -2004,2,18,4,30,0,0,0,-4,8,930,286.7,1.4,0.217,,,,,, -2004,2,18,5,30,0,0,0,-4,8,930,289.2,1.5,0.217,,,,,, -2004,2,18,6,30,0,0,0,-4,8,930,288.6,1.4,0.217,,,,,, -2004,2,18,7,30,0,20,20,-4,11,930,292.9,1.7,0.217,,,,,, -2004,2,18,8,30,440,87,211,-4,16,930,302.3,2.4,0.217,,,,,, -2004,2,18,9,30,465,160,374,-3,20,930,328.5,3.7,0.217,,,,,, -2004,2,18,10,30,767,127,585,-5,24,930,4.9,5.1,0.217,,,,,, -2004,2,18,11,30,659,207,659,-6,25,930,18.5,5.9,0.217,,,,,, -2004,2,18,12,30,613,243,686,-7,26,920,27.7,6.3,0.217,,,,,, -2004,2,18,13,30,565,247,644,-6,25,920,34.8,6.4,0.217,,,,,, -2004,2,18,14,30,527,220,550,-6,24,920,40.1,6.2,0.217,,,,,, -2004,2,18,15,30,185,227,320,-5,23,920,42.9,5.7,0.217,,,,,, -2004,2,18,16,30,359,119,238,-3,20,920,43.6,4.2,0.217,,,,,, -2004,2,18,17,30,241,47,80,0,16,920,43.5,2.6,0.217,,,,,, -2004,2,18,18,30,0,0,0,0,13,920,40.3,2.2,0.217,,,,,, -2004,2,18,19,30,0,0,0,0,12,920,35.3,2.2,0.217,,,,,, -2004,2,18,20,30,0,0,0,0,11,920,33.3,2.4,0.217,,,,,, -2004,2,18,21,30,0,0,0,-1,11,920,32.3,2.8,0.217,,,,,, -2004,2,18,22,30,0,0,0,-1,10,920,32.9,3.1,0.217,,,,,, -2004,2,18,23,30,0,0,0,-2,8,920,40.8,3.2,0.217,,,,,, -2004,2,19,0,30,0,0,0,-2,7,920,48.7,3,0.217,,,,,, -2004,2,19,1,30,0,0,0,0,6,920,55,2.7,0.217,,,,,, -2004,2,19,2,30,0,0,0,1,6,920,59.8,2.4,0.217,,,,,, -2004,2,19,3,30,0,0,0,2,5,920,66.5,2.1,0.217,,,,,, -2004,2,19,4,30,0,0,0,3,4,920,77,1.8,0.217,,,,,, -2004,2,19,5,30,0,0,0,2,3,920,87.3,1.3,0.217,,,,,, -2004,2,19,6,30,0,0,0,3,4,920,95.4,1.1,0.217,,,,,, -2004,2,19,7,30,352,27,57,3,6,920,99.3,1.7,0.217,,,,,, -2004,2,19,8,30,700,63,264,2,9,920,109.1,2.7,0.217,,,,,, -2004,2,19,9,30,848,80,473,1,11,920,105,3.4,0.217,,,,,, -2004,2,19,10,30,923,90,644,0,12,920,96.8,3.9,0.217,,,,,, -2004,2,19,11,30,935,106,752,0,13,920,95,4.3,0.217,,,,,, -2004,2,19,12,30,951,108,798,0,14,920,91.9,4.6,0.217,,,,,, -2004,2,19,13,30,949,104,773,0,15,920,88.1,4.9,0.217,,,,,, -2004,2,19,14,30,926,96,679,0,15,920,90,5,0.217,,,,,, -2004,2,19,15,30,871,85,523,0,14,920,93.4,4.7,0.217,,,,,, -2004,2,19,16,30,757,68,322,0,12,920,96.6,3.4,0.217,,,,,, -2004,2,19,17,30,476,40,106,1,9,920,100.7,1.9,0.217,,,,,, -2004,2,19,18,30,0,0,0,1,8,920,111,1.2,0.217,,,,,, -2004,2,19,19,30,0,0,0,1,7,920,122.9,1,0.217,,,,,, -2004,2,19,20,30,0,0,0,1,7,920,136.1,0.9,0.217,,,,,, -2004,2,19,21,30,0,0,0,1,7,920,152.3,0.9,0.217,,,,,, -2004,2,19,22,30,0,0,0,1,7,920,169.7,0.8,0.217,,,,,, -2004,2,19,23,30,0,0,0,1,7,920,176.4,0.8,0.217,,,,,, -2004,2,20,0,30,0,0,0,1,7,920,184,0.8,0.217,,,,,, -2004,2,20,1,30,0,0,0,1,6,920,215.1,0.9,0.217,,,,,, -2004,2,20,2,30,0,0,0,1,6,920,243.2,1,0.217,,,,,, -2004,2,20,3,30,0,0,0,1,5,920,259.1,1.1,0.217,,,,,, -2004,2,20,4,30,0,0,0,1,5,920,268.1,1.1,0.217,,,,,, -2004,2,20,5,30,0,0,0,1,5,920,274.1,1,0.217,,,,,, -2004,2,20,6,30,0,0,0,0,5,920,279,1,0.217,,,,,, -2004,2,20,7,30,0,5,5,1,7,920,287.7,1.6,0.217,,,,,, -2004,2,20,8,30,278,109,190,1,10,920,315.6,2.5,0.217,,,,,, -2004,2,20,9,30,427,173,372,0,12,920,6.8,3,0.217,,,,,, -2004,2,20,10,30,833,108,612,0,13,920,15.4,3.6,0.217,,,,,, -2004,2,20,11,30,299,331,539,-1,14,920,25.5,4.4,0.217,,,,,, -2004,2,20,12,30,150,369,479,-2,15,920,42.3,4.9,0.217,,,,,, -2004,2,20,13,30,4,168,171,-2,15,920,56.5,4.9,0.217,,,,,, -2004,2,20,14,30,14,220,229,-2,14,920,63.8,4.4,0.217,,,,,, -2004,2,20,15,30,0,140,140,-1,13,920,65.2,3.4,0.217,,,,,, -2004,2,20,16,30,136,142,188,0,12,920,67.1,1.9,0.217,,,,,, -2004,2,20,17,30,193,49,76,2,10,920,73.5,0.9,0.217,,,,,, -2004,2,20,18,30,0,0,0,1,9,920,72.4,0.8,0.217,,,,,, -2004,2,20,19,30,0,0,0,1,9,920,55.7,0.7,0.217,,,,,, -2004,2,20,20,30,0,0,0,1,8,920,6.4,0.8,0.217,,,,,, -2004,2,20,21,30,0,0,0,1,8,920,353.6,1,0.217,,,,,, -2004,2,20,22,30,0,0,0,1,8,920,356.3,1.2,0.217,,,,,, -2004,2,20,23,30,0,0,0,1,8,920,3.6,1.3,0.217,,,,,, -2004,2,21,0,30,0,0,0,1,8,920,5,1.3,0.217,,,,,, -2004,2,21,1,30,0,0,0,1,7,920,3.8,1.2,0.217,,,,,, -2004,2,21,2,30,0,0,0,0,6,920,4.2,1.1,0.217,,,,,, -2004,2,21,3,30,0,0,0,0,6,920,0.3,1.1,0.217,,,,,, -2004,2,21,4,30,0,0,0,0,5,920,353.3,1.1,0.217,,,,,, -2004,2,21,5,30,0,0,0,0,5,920,346.3,1.1,0.217,,,,,, -2004,2,21,6,30,0,0,0,0,5,920,342,1.4,0.217,,,,,, -2004,2,21,7,30,158,33,48,0,7,920,341.6,2.5,0.217,,,,,, -2004,2,21,8,30,20,110,116,1,10,920,350.9,4.1,0.217,,,,,, -2004,2,21,9,30,807,77,457,1,13,920,5.1,5,0.217,,,,,, -2004,2,21,10,30,910,96,651,0,15,920,13.2,5.6,0.217,,,,,, -2004,2,21,11,30,619,229,662,0,16,920,17.9,5.9,0.217,,,,,, -2004,2,21,12,30,105,364,442,0,17,920,21.8,6,0.217,,,,,, -2004,2,21,13,30,950,103,781,0,18,920,25.8,6.1,0.217,,,,,, -2004,2,21,14,30,925,95,685,0,17,920,29.1,6.1,0.217,,,,,, -2004,2,21,15,30,864,86,527,0,16,920,31.1,5.9,0.217,,,,,, -2004,2,21,16,30,444,111,263,0,14,920,31.8,4.8,0.217,,,,,, -2004,2,21,17,30,322,45,91,0,11,920,32.3,2.9,0.217,,,,,, -2004,2,21,18,30,0,0,0,1,9,920,33,1.8,0.217,,,,,, 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-2004,2,22,13,30,519,271,644,-1,14,920,22.9,4.5,0.217,,,,,, -2004,2,22,14,30,170,313,422,-1,14,920,23.3,4.5,0.217,,,,,, -2004,2,22,15,30,662,129,470,-1,13,920,20.2,4.5,0.217,,,,,, -2004,2,22,16,30,571,91,289,-1,12,920,11.4,3.7,0.217,,,,,, -2004,2,22,17,30,0,38,38,0,9,920,358,2.4,0.217,,,,,, -2004,2,22,18,30,0,0,0,0,7,920,346.6,1.8,0.217,,,,,, -2004,2,22,19,30,0,0,0,0,7,920,350.8,2,0.217,,,,,, -2004,2,22,20,30,0,0,0,0,7,920,353.8,2,0.217,,,,,, -2004,2,22,21,30,0,0,0,0,7,920,341.2,2,0.217,,,,,, -2004,2,22,22,30,0,0,0,1,6,920,335.3,2.5,0.217,,,,,, -2004,2,22,23,30,0,0,0,1,6,920,336.8,2.9,0.217,,,,,, -2004,2,23,0,30,0,0,0,2,5,920,333.4,3.2,0.217,,,,,, -2004,2,23,1,30,0,0,0,3,5,910,328.4,3.5,0.217,,,,,, -2004,2,23,2,30,0,0,0,3,5,910,326.4,3.7,0.217,,,,,, -2004,2,23,3,30,0,0,0,3,4,910,338.5,4.5,0.217,,,,,, -2004,2,23,4,30,0,0,0,2,3,910,358.5,5.7,0.217,,,,,, -2004,2,23,5,30,0,0,0,2,3,910,14.5,6.1,0.217,,,,,, -2004,2,23,6,30,0,0,0,3,5,910,22,5.6,0.217,,,,,, -2004,2,23,7,30,0,14,14,5,6,910,28.1,5,0.217,,,,,, -2004,2,23,8,30,313,111,206,5,7,910,41.6,4.9,0.217,,,,,, -2004,2,23,9,30,680,112,438,5,7,910,52.2,4.8,0.217,,,,,, -2004,2,23,10,30,0,114,114,5,8,910,52.7,4.5,0.217,,,,,, -2004,2,23,11,30,0,91,91,4,9,920,50.6,4.2,0.217,,,,,, -2004,2,23,12,30,308,359,588,3,9,920,52.9,3.9,0.217,,,,,, -2004,2,23,13,30,916,116,777,2,9,910,59.5,3.9,0.217,,,,,, -2004,2,23,14,30,352,288,515,2,9,910,68.9,3.9,0.217,,,,,, -2004,2,23,15,30,421,200,418,2,9,910,75.4,3.9,0.217,,,,,, -2004,2,23,16,30,460,111,272,2,8,920,76.3,3.3,0.217,,,,,, -2004,2,23,17,30,257,50,89,4,6,920,75,2.4,0.217,,,,,, -2004,2,23,18,30,0,0,0,3,6,920,74.8,2,0.217,,,,,, -2004,2,23,19,30,0,0,0,3,5,920,75,1.9,0.217,,,,,, -2004,2,23,20,30,0,0,0,3,5,920,73.7,1.9,0.217,,,,,, -2004,2,23,21,30,0,0,0,4,5,920,74.2,1.9,0.217,,,,,, -2004,2,23,22,30,0,0,0,4,5,920,78.2,2,0.217,,,,,, -2004,2,23,23,30,0,0,0,4,4,920,84.9,2.1,0.217,,,,,, -2004,2,24,0,30,0,0,0,4,4,920,90.9,2.1,0.217,,,,,, 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-2004,2,24,19,30,0,0,0,1,5,920,145.9,1.1,0.217,,,,,, -2004,2,24,20,30,0,0,0,1,5,920,158.5,1.1,0.217,,,,,, -2004,2,24,21,30,0,0,0,1,5,920,175.1,1.1,0.217,,,,,, -2004,2,24,22,30,0,0,0,1,4,920,194.7,1.1,0.217,,,,,, -2004,2,24,23,30,0,0,0,1,4,920,214.8,1.1,0.217,,,,,, -2004,2,25,0,30,0,0,0,1,3,920,229,1.1,0.217,,,,,, -2004,2,25,1,30,0,0,0,1,3,920,235.6,1.1,0.217,,,,,, -2004,2,25,2,30,0,0,0,1,3,920,235.4,1.1,0.217,,,,,, -2004,2,25,3,30,0,0,0,1,2,920,232.2,1.1,0.217,,,,,, -2004,2,25,4,30,0,0,0,1,2,920,231.4,1.2,0.217,,,,,, -2004,2,25,5,30,0,0,0,1,2,920,234.3,1.2,0.217,,,,,, -2004,2,25,6,30,0,0,0,1,2,920,236.7,1.4,0.217,,,,,, -2004,2,25,7,30,371,34,74,1,5,920,239.8,2,0.217,,,,,, -2004,2,25,8,30,712,68,289,1,8,920,239.3,2.2,0.217,,,,,, -2004,2,25,9,30,853,85,502,0,11,920,231.9,1.9,0.217,,,,,, -2004,2,25,10,30,926,94,675,0,13,920,222.6,1.6,0.217,,,,,, -2004,2,25,11,30,945,108,785,-1,15,920,212.3,1.4,0.217,,,,,, -2004,2,25,12,30,960,108,830,-1,16,920,193.8,1.4,0.217,,,,,, -2004,2,25,13,30,956,106,803,-2,17,920,168.2,1.6,0.217,,,,,, -2004,2,25,14,30,931,99,707,-2,17,920,145.8,1.9,0.217,,,,,, -2004,2,25,15,30,869,90,547,-3,16,920,128.6,2.2,0.217,,,,,, -2004,2,25,16,30,749,75,341,-3,14,920,119.3,1.8,0.217,,,,,, -2004,2,25,17,30,497,44,122,1,11,920,117.9,1.1,0.216,,,,,, -2004,2,25,18,30,0,0,0,0,9,920,126.5,1,0.216,,,,,, -2004,2,25,19,30,0,0,0,-1,9,920,144.5,0.9,0.216,,,,,, -2004,2,25,20,30,0,0,0,-1,8,920,176.3,0.8,0.216,,,,,, -2004,2,25,21,30,0,0,0,-2,7,920,223.3,0.9,0.216,,,,,, -2004,2,25,22,30,0,0,0,-2,5,920,259.1,1.1,0.216,,,,,, -2004,2,25,23,30,0,0,0,-2,4,920,278.7,1.2,0.216,,,,,, -2004,2,26,0,30,0,0,0,-2,3,920,287.9,1.3,0.216,,,,,, -2004,2,26,1,30,0,0,0,-3,3,920,295.9,1.3,0.216,,,,,, -2004,2,26,2,30,0,0,0,-3,2,920,298.9,1.3,0.216,,,,,, -2004,2,26,3,30,0,0,0,-4,2,920,292.2,1.3,0.216,,,,,, -2004,2,26,4,30,0,0,0,-4,2,920,284.3,1.4,0.216,,,,,, -2004,2,26,5,30,0,0,0,-4,2,920,280.7,1.5,0.216,,,,,, -2004,2,26,6,30,0,0,0,-4,3,920,279.9,1.4,0.216,,,,,, -2004,2,26,7,30,415,35,81,-4,6,920,280.3,2,0.216,,,,,, -2004,2,26,8,30,750,66,303,-4,11,920,281.6,2.7,0.216,,,,,, -2004,2,26,9,30,884,82,518,-3,15,920,296.4,2.8,0.216,,,,,, -2004,2,26,10,30,644,184,591,-5,19,920,343.7,3.1,0.216,,,,,, -2004,2,26,11,30,989,94,808,-6,21,920,22.3,3.8,0.216,,,,,, -2004,2,26,12,30,999,97,853,-7,22,920,42,4.4,0.216,,,,,, -2004,2,26,13,30,990,97,824,-8,22,920,48.7,4.7,0.216,,,,,, -2004,2,26,14,30,961,93,725,-8,22,920,50.9,4.6,0.216,,,,,, -2004,2,26,15,30,901,86,562,-8,21,920,53.3,4.3,0.216,,,,,, -2004,2,26,16,30,786,72,354,-8,17,920,56.2,2.9,0.216,,,,,, -2004,2,26,17,30,513,46,128,-1,13,920,61.1,1.5,0.216,,,,,, -2004,2,26,18,30,0,0,0,-1,11,920,69.2,1.2,0.216,,,,,, -2004,2,26,19,30,0,0,0,-2,10,920,70,1.1,0.216,,,,,, -2004,2,26,20,30,0,0,0,-2,10,920,55.2,1.1,0.216,,,,,, -2004,2,26,21,30,0,0,0,-3,9,920,32,1.2,0.216,,,,,, -2004,2,26,22,30,0,0,0,-3,8,920,16.6,1.3,0.216,,,,,, -2004,2,26,23,30,0,0,0,-3,6,920,6.4,1.4,0.216,,,,,, 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-2004,2,27,18,30,0,0,0,5,6,920,62.2,3.7,0.216,,,,,, -2004,2,27,19,30,0,0,0,4,5,920,67.6,3.4,0.216,,,,,, -2004,2,27,20,30,0,0,0,4,5,920,74.9,3.1,0.216,,,,,, -2004,2,27,21,30,0,0,0,3,4,920,80.8,2.7,0.216,,,,,, -2004,2,27,22,30,0,0,0,2,3,920,81,2.1,0.216,,,,,, -2004,2,27,23,30,0,0,0,2,3,920,78.2,1.6,0.216,,,,,, -2004,2,28,0,30,0,0,0,2,2,920,76.9,1.3,0.216,,,,,, -2004,2,28,1,30,0,0,0,2,2,920,79.8,1.2,0.216,,,,,, -2004,2,28,2,30,0,0,0,2,2,920,86,1.1,0.216,,,,,, -2004,2,28,3,30,0,0,0,2,2,920,92.5,1,0.216,,,,,, -2004,2,28,4,30,0,0,0,1,1,920,101,1,0.216,,,,,, -2004,2,28,5,30,0,0,0,1,1,920,113,1,0.216,,,,,, -2004,2,28,6,30,0,0,0,1,2,920,119.8,1.3,0.216,,,,,, -2004,2,28,7,30,376,39,84,1,4,920,118.2,2.2,0.216,,,,,, -2004,2,28,8,30,744,66,308,1,6,920,105.6,3.1,0.216,,,,,, -2004,2,28,9,30,887,78,524,0,7,920,92.7,3.9,0.216,,,,,, -2004,2,28,10,30,953,87,697,-2,9,920,87.2,4.6,0.216,,,,,, -2004,2,28,11,30,955,107,804,-3,10,920,85.4,5.2,0.216,,,,,, -2004,2,28,12,30,964,111,848,-4,10,920,85.6,5.7,0.216,,,,,, -2004,2,28,13,30,0,102,102,-4,10,920,87.9,6,0.216,,,,,, -2004,2,28,14,30,0,90,90,-4,10,920,91.7,6.1,0.216,,,,,, -2004,2,28,15,30,486,192,453,-4,9,920,96,5.9,0.216,,,,,, -2004,2,28,16,30,374,132,269,-4,8,920,101,5,0.216,,,,,, -2009,2,28,17,30,569,44,140,1,17,920,239.2,2.1,0.212,,,,,, -2009,2,28,18,30,0,0,0,0,14,920,245.1,3,0.212,,,,,, -2009,2,28,19,30,0,0,0,-1,13,920,251.9,4.3,0.212,,,,,, -2009,2,28,20,30,0,0,0,-2,12,930,256.7,5,0.212,,,,,, -2009,2,28,21,30,0,0,0,-3,11,930,259.2,5.4,0.212,,,,,, -2009,2,28,22,30,0,0,0,-4,10,930,258.6,5.7,0.212,,,,,, -2009,2,28,23,30,0,0,0,-4,9,930,256.2,6,0.212,,,,,, -2009,3,1,0,30,0,0,0,-5,8,930,254,6.1,0.212,,,,,, -2009,3,1,1,30,0,0,0,-6,8,930,253.5,6.2,0.212,,,,,, -2009,3,1,2,30,0,0,0,-6,7,920,252,6.1,0.212,,,,,, -2009,3,1,3,30,0,0,0,-7,6,920,250.5,6,0.212,,,,,, -2009,3,1,4,30,0,0,0,-7,6,920,249.3,6,0.212,,,,,, -2009,3,1,5,30,0,0,0,-7,6,930,248.6,6.1,0.212,,,,,, 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-2009,3,2,17,30,586,45,148,3,20,920,85.4,1.5,0.212,,,,,, -2009,3,2,18,30,0,0,0,1,17,920,96.4,1.5,0.212,,,,,, -2009,3,2,19,30,0,0,0,0,16,920,111.1,1.5,0.212,,,,,, -2009,3,2,20,30,0,0,0,0,16,920,127.3,1.4,0.212,,,,,, -2009,3,2,21,30,0,0,0,0,16,920,144.8,1.4,0.212,,,,,, -2009,3,2,22,30,0,0,0,-1,16,920,162.5,1.4,0.212,,,,,, -2009,3,2,23,30,0,0,0,-2,16,920,175.4,1.4,0.212,,,,,, -2009,3,3,0,30,0,0,0,-2,15,920,186.1,1.3,0.212,,,,,, -2009,3,3,1,30,0,0,0,-2,15,920,196.2,1.3,0.212,,,,,, -2009,3,3,2,30,0,0,0,-2,15,920,202.2,1.3,0.212,,,,,, -2009,3,3,3,30,0,0,0,-3,15,920,206.3,1.3,0.212,,,,,, -2009,3,3,4,30,0,0,0,-3,14,920,212.4,1.3,0.212,,,,,, -2009,3,3,5,30,0,0,0,-3,14,920,217.1,1.2,0.212,,,,,, -2009,3,3,6,30,0,0,0,-4,15,920,218.4,1.1,0.212,,,,,, -2009,3,3,7,30,477,40,105,-1,17,920,219.7,1,0.212,,,,,, -2009,3,3,8,30,673,78,308,-1,21,920,216.3,1,0.212,,,,,, -2009,3,3,9,30,875,88,542,-5,24,920,169.9,1.3,0.212,,,,,, -2009,3,3,10,30,928,101,711,-5,25,920,105.2,2,0.212,,,,,, -2009,3,3,11,30,377,344,625,-5,26,920,88.6,2.5,0.212,,,,,, -2009,3,3,12,30,488,315,696,-4,27,920,86.2,3,0.212,,,,,, -2009,3,3,13,30,558,282,704,-4,26,920,88,3.4,0.212,,,,,, -2009,3,3,14,30,592,228,630,-3,26,920,90.8,3.7,0.212,,,,,, -2009,3,3,15,30,281,244,398,-3,25,920,92,3.6,0.212,,,,,, -2009,3,3,16,30,627,90,327,-1,22,920,93.9,2.6,0.212,,,,,, -2009,3,3,17,30,475,54,138,4,19,920,97.9,1.9,0.212,,,,,, -2009,3,3,18,30,0,0,0,4,17,920,105.7,1.9,0.212,,,,,, -2009,3,3,19,30,0,0,0,3,16,920,115.1,1.9,0.212,,,,,, -2009,3,3,20,30,0,0,0,3,16,920,126.4,1.6,0.212,,,,,, -2009,3,3,21,30,0,0,0,2,16,920,137.8,1.2,0.212,,,,,, -2009,3,3,22,30,0,0,0,2,16,920,147.3,1.1,0.212,,,,,, -2009,3,3,23,30,0,0,0,2,15,920,150,1,0.212,,,,,, -2009,3,4,0,30,0,0,0,3,14,920,146.1,0.9,0.212,,,,,, -2009,3,4,1,30,0,0,0,2,13,920,131.5,0.9,0.212,,,,,, -2009,3,4,2,30,0,0,0,2,13,920,100.5,0.9,0.212,,,,,, -2009,3,4,3,30,0,0,0,2,12,920,75.5,1,0.212,,,,,, -2009,3,4,4,30,0,0,0,2,12,920,60.6,1.1,0.212,,,,,, -2009,3,4,5,30,0,0,0,2,12,920,51.3,1.2,0.212,,,,,, -2009,3,4,6,30,0,0,0,1,13,920,44.2,1.1,0.212,,,,,, -2009,3,4,7,30,0,4,4,2,16,920,38.8,2,0.212,,,,,, -2009,3,4,8,30,301,132,236,0,20,920,53.2,3.7,0.212,,,,,, -2009,3,4,9,30,294,227,381,1,23,920,71.8,4.9,0.212,,,,,, -2009,3,4,10,30,211,322,461,1,24,920,78.9,5.8,0.212,,,,,, -2009,3,4,11,30,592,265,710,0,25,920,80.7,6.1,0.212,,,,,, -2009,3,4,12,30,161,403,529,0,25,920,82.6,6.3,0.212,,,,,, -2009,3,4,13,30,8,198,205,0,25,920,85,6.3,0.212,,,,,, -2009,3,4,14,30,93,326,390,-1,25,920,84.8,6.1,0.212,,,,,, -2009,3,4,15,30,237,252,383,-2,24,920,83,5.8,0.212,,,,,, -2009,3,4,16,30,329,146,271,-4,21,920,80.9,4.6,0.212,,,,,, -2009,3,4,17,30,0,46,46,-2,18,920,78.6,2.8,0.212,,,,,, -2009,3,4,18,30,0,0,0,0,15,920,74.2,1.7,0.212,,,,,, -2009,3,4,19,30,0,0,0,0,14,920,70,1.5,0.212,,,,,, -2009,3,4,20,30,0,0,0,0,13,920,69.2,1.3,0.212,,,,,, -2009,3,4,21,30,0,0,0,0,13,920,65.5,1.3,0.212,,,,,, -2009,3,4,22,30,0,0,0,0,12,920,58.7,1.3,0.212,,,,,, -2009,3,4,23,30,0,0,0,0,12,920,56.4,1.2,0.212,,,,,, -2009,3,5,0,30,0,0,0,0,12,920,51.1,1.1,0.212,,,,,, -2009,3,5,1,30,0,0,0,0,12,920,31.8,1,0.212,,,,,, -2009,3,5,2,30,0,0,0,0,11,920,12.3,1,0.212,,,,,, -2009,3,5,3,30,0,0,0,0,11,920,8.6,1.1,0.212,,,,,, -2009,3,5,4,30,0,0,0,0,11,920,12.6,1.2,0.212,,,,,, -2009,3,5,5,30,0,0,0,0,11,920,17.2,1.3,0.212,,,,,, -2009,3,5,6,30,0,0,0,0,12,920,26.3,1.2,0.212,,,,,, -2009,3,5,7,30,6,50,51,1,14,920,31.5,1.4,0.212,,,,,, -2009,3,5,8,30,0,92,92,-1,17,920,37,2.4,0.212,,,,,, -2009,3,5,9,30,52,224,252,-2,19,920,60.2,3.3,0.212,,,,,, -2009,3,5,10,30,437,273,564,-2,20,920,71.9,3.6,0.212,,,,,, -2009,3,5,11,30,606,262,720,-2,21,920,75.1,3.7,0.212,,,,,, -2009,3,5,12,30,251,398,596,-2,21,920,74.6,3.7,0.212,,,,,, -2009,3,5,13,30,160,390,513,-2,21,920,75.1,3.8,0.212,,,,,, -2009,3,5,14,30,44,297,328,-2,21,920,76,3.8,0.212,,,,,, -2009,3,5,15,30,78,250,293,-1,20,920,79.1,3.5,0.212,,,,,, -2009,3,5,16,30,0,122,122,-1,18,920,81.7,2.5,0.212,,,,,, -2009,3,5,17,30,7,64,65,3,16,920,83,1.5,0.213,,,,,, -2009,3,5,18,30,0,0,0,3,15,920,85.8,1.2,0.213,,,,,, -2009,3,5,19,30,0,0,0,3,14,920,89.3,1,0.213,,,,,, -2009,3,5,20,30,0,0,0,2,14,920,93.7,0.9,0.213,,,,,, -2009,3,5,21,30,0,0,0,2,13,920,96.2,0.9,0.213,,,,,, -2009,3,5,22,30,0,0,0,1,13,920,94.3,0.9,0.213,,,,,, -2009,3,5,23,30,0,0,0,1,13,920,92.8,0.9,0.213,,,,,, -2009,3,6,0,30,0,0,0,1,12,920,93.2,0.9,0.213,,,,,, -2009,3,6,1,30,0,0,0,0,12,920,97.5,0.9,0.213,,,,,, -2009,3,6,2,30,0,0,0,0,12,920,90,0.9,0.213,,,,,, -2009,3,6,3,30,0,0,0,0,11,920,79.5,1,0.213,,,,,, -2009,3,6,4,30,0,0,0,0,11,920,75,1,0.213,,,,,, -2009,3,6,5,30,0,0,0,0,11,920,72.4,1,0.213,,,,,, -2009,3,6,6,30,0,0,0,0,11,920,70.5,0.9,0.213,,,,,, -2009,3,6,7,30,0,26,26,0,14,920,55.3,1.1,0.213,,,,,, -2009,3,6,8,30,0,49,49,-1,17,920,30.7,2.4,0.213,,,,,, -2009,3,6,9,30,114,244,305,-1,19,920,44,4.1,0.213,,,,,, -2009,3,6,10,30,196,328,460,-1,19,920,50.2,5.5,0.213,,,,,, -2009,3,6,11,30,18,270,283,-1,18,920,60.2,6.3,0.213,,,,,, -2009,3,6,12,30,80,387,451,0,17,920,71.1,6.4,0.213,,,,,, -2009,3,6,13,30,8,198,205,0,17,920,77.3,6,0.213,,,,,, -2009,3,6,14,30,25,267,284,1,17,920,75.7,5.4,0.213,,,,,, -2009,3,6,15,30,127,260,332,0,17,920,68.8,4.8,0.213,,,,,, -2009,3,6,16,30,94,164,201,0,16,920,59.1,4,0.213,,,,,, -2009,3,6,17,30,171,68,100,0,15,920,47.6,3.2,0.213,,,,,, -2009,3,6,18,30,0,0,0,0,13,920,37.2,3.2,0.213,,,,,, -2009,3,6,19,30,0,0,0,0,11,920,34.8,3.2,0.213,,,,,, -2009,3,6,20,30,0,0,0,0,10,920,38.4,3,0.213,,,,,, -2009,3,6,21,30,0,0,0,0,9,920,43.7,2.6,0.213,,,,,, -2009,3,6,22,30,0,0,0,0,8,920,44.8,2.2,0.213,,,,,, -2009,3,6,23,30,0,0,0,-1,8,920,40.2,1.9,0.213,,,,,, -2009,3,7,0,30,0,0,0,-1,7,920,39.2,1.7,0.213,,,,,, -2009,3,7,1,30,0,0,0,-1,5,920,38.3,1.6,0.213,,,,,, -2009,3,7,2,30,0,0,0,-1,4,920,37.2,1.4,0.213,,,,,, -2009,3,7,3,30,0,0,0,-2,4,920,36.8,1.3,0.213,,,,,, -2009,3,7,4,30,0,0,0,-2,4,920,31.1,1.3,0.213,,,,,, -2009,3,7,5,30,0,0,0,-2,4,920,21.9,1.3,0.213,,,,,, -2009,3,7,6,30,0,0,0,-2,5,920,16.8,1.6,0.213,,,,,, -2009,3,7,7,30,507,44,122,-1,8,920,19.4,2.9,0.213,,,,,, -2009,3,7,8,30,780,72,353,-2,11,920,38.5,4.5,0.213,,,,,, -2009,3,7,9,30,897,88,571,-4,13,920,50.3,5.1,0.213,,,,,, -2009,3,7,10,30,955,99,744,-5,15,920,53.5,5.3,0.213,,,,,, -2009,3,7,11,30,685,231,755,-6,16,920,55.5,5.1,0.213,,,,,, -2009,3,7,12,30,976,117,896,-6,17,920,55.8,4.7,0.213,,,,,, -2009,3,7,13,30,961,119,863,-6,17,920,54.2,4.5,0.213,,,,,, -2009,3,7,14,30,926,117,759,-6,17,920,51.3,4.4,0.213,,,,,, -2009,3,7,15,30,860,109,593,-6,16,920,48.4,4.3,0.213,,,,,, -2009,3,7,16,30,743,91,381,-7,15,920,45.9,3.4,0.213,,,,,, -2009,3,7,17,30,521,56,154,-4,11,920,45.4,2,0.213,,,,,, -2009,3,7,18,30,0,0,0,-1,8,920,43.9,1.3,0.213,,,,,, -2009,3,7,19,30,0,0,0,-2,8,920,43.3,1.2,0.213,,,,,, -2009,3,7,20,30,0,0,0,-3,7,920,41.9,1,0.213,,,,,, -2009,3,7,21,30,0,0,0,-3,6,920,24.8,0.9,0.213,,,,,, -2009,3,7,22,30,0,0,0,-3,5,920,346,1,0.213,,,,,, -2009,3,7,23,30,0,0,0,-4,5,920,324.7,1.1,0.213,,,,,, -2009,3,8,0,30,0,0,0,-4,4,920,321.2,1.2,0.213,,,,,, -2009,3,8,1,30,0,0,0,-4,4,920,321.3,1.3,0.213,,,,,, -2009,3,8,2,30,0,0,0,-5,3,920,324.1,1.3,0.213,,,,,, -2009,3,8,3,30,0,0,0,-5,3,920,327.7,1.3,0.213,,,,,, -2009,3,8,4,30,0,0,0,-5,3,920,326.1,1.3,0.213,,,,,, -2009,3,8,5,30,0,0,0,-5,3,920,319.7,1.3,0.213,,,,,, -2009,3,8,6,30,0,0,0,-5,5,920,313.1,1.4,0.213,,,,,, -2009,3,8,7,30,225,55,91,-4,9,920,309.6,2.3,0.213,,,,,, -2009,3,8,8,30,278,152,254,-4,13,920,332,3.6,0.213,,,,,, -2009,3,8,9,30,671,135,499,-5,16,920,7.5,4.5,0.213,,,,,, -2009,3,8,10,30,724,174,667,-7,19,920,20.5,5.1,0.213,,,,,, -2009,3,8,11,30,547,291,712,-7,20,920,25.5,5.4,0.213,,,,,, -2009,3,8,12,30,537,317,747,-8,21,920,26.4,5.7,0.213,,,,,, -2009,3,8,13,30,217,395,564,-8,21,920,26.3,5.9,0.213,,,,,, -2009,3,8,14,30,74,326,378,-7,20,920,24.8,5.8,0.213,,,,,, -2009,3,8,15,30,7,183,187,-7,19,920,26.3,5.5,0.213,,,,,, -2009,3,8,16,30,0,65,65,-5,16,920,31,4.5,0.213,,,,,, -2009,3,8,17,30,0,32,32,-2,14,920,33.7,3,0.213,,,,,, -2009,3,8,18,30,0,0,0,0,12,920,34.9,1.9,0.213,,,,,, -2009,3,8,19,30,0,0,0,2,11,920,32.4,1.6,0.213,,,,,, -2009,3,8,20,30,0,0,0,3,10,920,26.7,1.4,0.213,,,,,, -2009,3,8,21,30,0,0,0,5,10,920,20.8,1.4,0.213,,,,,, -2009,3,8,22,30,0,0,0,5,9,920,18.1,1.4,0.213,,,,,, -2009,3,8,23,30,0,0,0,6,9,920,16.4,1.3,0.213,,,,,, -2009,3,9,0,30,0,0,0,6,9,920,9.7,1.4,0.213,,,,,, -2009,3,9,1,30,0,0,0,6,8,920,1.9,1.4,0.213,,,,,, -2009,3,9,2,30,0,0,0,6,8,920,354.9,1.3,0.213,,,,,, -2009,3,9,3,30,0,0,0,6,7,920,353.6,1.4,0.213,,,,,, -2009,3,9,4,30,0,0,0,6,7,920,0,1.4,0.213,,,,,, -2009,3,9,5,30,0,0,0,6,7,920,4.9,1.3,0.213,,,,,, -2009,3,9,6,30,0,0,0,6,8,920,6,1.7,0.213,,,,,, -2009,3,9,7,30,0,26,26,6,10,920,8,2.6,0.213,,,,,, -2009,3,9,8,30,50,148,167,6,12,920,15.6,3.3,0.213,,,,,, -2009,3,9,9,30,166,254,345,6,14,920,24.7,3.9,0.213,,,,,, -2009,3,9,10,30,49,301,335,6,16,920,31.6,4.4,0.213,,,,,, -2009,3,9,11,30,74,370,427,5,18,920,35.2,4.8,0.213,,,,,, -2009,3,9,12,30,9,201,209,4,19,920,37.9,4.9,0.213,,,,,, -2009,3,9,13,30,11,226,235,4,19,920,39,5.1,0.213,,,,,, -2009,3,9,14,30,69,326,374,3,19,920,39,5.2,0.213,,,,,, -2009,3,9,15,30,860,99,589,2,19,920,38.2,5.3,0.213,,,,,, -2009,3,9,16,30,760,81,383,1,18,920,37.3,4.8,0.213,,,,,, -2009,3,9,17,30,531,54,157,1,14,920,36.4,3.4,0.213,,,,,, -2009,3,9,18,30,0,0,0,2,11,920,36.3,2.2,0.213,,,,,, -2009,3,9,19,30,0,0,0,2,10,920,41,1.9,0.213,,,,,, -2009,3,9,20,30,0,0,0,2,8,920,44.8,1.7,0.213,,,,,, -2009,3,9,21,30,0,0,0,2,7,920,42.7,1.5,0.213,,,,,, -2009,3,9,22,30,0,0,0,2,6,920,38.1,1.4,0.213,,,,,, -2009,3,9,23,30,0,0,0,1,6,920,33.6,1.3,0.213,,,,,, -2009,3,10,0,30,0,0,0,1,5,920,32.8,1.2,0.213,,,,,, -2009,3,10,1,30,0,0,0,1,5,920,32.9,1.1,0.213,,,,,, -2009,3,10,2,30,0,0,0,1,5,920,37.8,1,0.213,,,,,, -2009,3,10,3,30,0,0,0,1,5,920,43.8,0.9,0.213,,,,,, -2009,3,10,4,30,0,0,0,0,5,920,45.3,0.7,0.213,,,,,, -2009,3,10,5,30,0,0,0,0,5,920,29.4,0.6,0.213,,,,,, -2009,3,10,6,30,0,0,0,1,6,920,347.8,0.8,0.213,,,,,, -2009,3,10,7,30,518,47,135,1,9,920,331.7,1.5,0.213,,,,,, -2009,3,10,8,30,367,136,273,1,12,920,4.5,1.9,0.213,,,,,, -2009,3,10,9,30,891,90,582,0,15,920,16.6,1.8,0.213,,,,,, -2009,3,10,10,30,952,100,756,-1,16,920,19.6,1.9,0.213,,,,,, -2009,3,10,11,30,976,108,867,-2,18,920,21.2,2.2,0.213,,,,,, -2009,3,10,12,30,988,109,909,-3,19,920,24.5,2.5,0.213,,,,,, -2009,3,10,13,30,981,107,876,-4,20,920,28.3,2.9,0.213,,,,,, -2009,3,10,14,30,948,104,771,-4,20,920,34.4,3.1,0.213,,,,,, -2009,3,10,15,30,892,95,606,-5,19,920,40.9,3.2,0.213,,,,,, -2009,3,10,16,30,785,80,394,-5,18,920,46.7,2.7,0.213,,,,,, -2009,3,10,17,30,554,54,163,0,15,920,53.3,1.7,0.213,,,,,, -2009,3,10,18,30,0,0,0,0,12,920,68.1,1.2,0.213,,,,,, -2009,3,10,19,30,0,0,0,0,10,920,81.7,1.1,0.213,,,,,, -2009,3,10,20,30,0,0,0,0,10,920,91.5,1,0.213,,,,,, -2009,3,10,21,30,0,0,0,0,10,920,98.3,0.9,0.213,,,,,, -2009,3,10,22,30,0,0,0,-1,9,920,102.6,0.5,0.213,,,,,, -2009,3,10,23,30,0,0,0,-1,9,920,103.6,0.2,0.213,,,,,, -2009,3,11,0,30,0,0,0,-2,8,920,317.6,0.4,0.213,,,,,, -2009,3,11,1,30,0,0,0,-2,8,920,317.2,0.7,0.213,,,,,, -2009,3,11,2,30,0,0,0,-2,8,920,322.1,0.9,0.213,,,,,, -2009,3,11,3,30,0,0,0,-1,8,920,322.8,1,0.213,,,,,, -2009,3,11,4,30,0,0,0,-1,7,920,320.9,1.1,0.213,,,,,, -2009,3,11,5,30,0,0,0,-2,7,920,317.9,1.1,0.213,,,,,, -2009,3,11,6,30,0,0,0,-1,8,920,315.4,1.3,0.213,,,,,, -2009,3,11,7,30,478,51,134,0,12,920,312.8,1.9,0.213,,,,,, -2009,3,11,8,30,739,81,360,-1,15,920,330.7,2.5,0.213,,,,,, -2009,3,11,9,30,855,98,573,-1,18,920,338.2,2.7,0.213,,,,,, -2009,3,11,10,30,913,109,742,0,20,920,340.8,2.6,0.213,,,,,, -2009,3,11,11,30,936,119,851,0,21,920,350.4,2.6,0.213,,,,,, -2009,3,11,12,30,941,124,890,0,21,920,6,2.8,0.213,,,,,, -2009,3,11,13,30,931,123,857,0,22,920,22,3.1,0.213,,,,,, -2009,3,11,14,30,94,341,408,-1,22,920,33.4,3.3,0.213,,,,,, -2009,3,11,15,30,844,106,593,-1,21,920,39.5,3.4,0.213,,,,,, -2009,3,11,16,30,733,90,385,-1,20,920,41.7,2.9,0.213,,,,,, -2009,3,11,17,30,492,60,159,1,17,920,42.3,1.9,0.213,,,,,, -2009,3,11,18,30,0,0,0,2,14,920,47.6,1.3,0.213,,,,,, -2009,3,11,19,30,0,0,0,1,12,920,55.3,1.3,0.213,,,,,, -2009,3,11,20,30,0,0,0,1,11,920,63.4,1.2,0.213,,,,,, -2009,3,11,21,30,0,0,0,1,10,920,70.5,1,0.213,,,,,, -2009,3,11,22,30,0,0,0,1,9,920,75.5,0.7,0.213,,,,,, -2009,3,11,23,30,0,0,0,1,8,920,84.2,0.4,0.213,,,,,, -2009,3,12,0,30,0,0,0,1,8,920,266.9,0.7,0.213,,,,,, -2009,3,12,1,30,0,0,0,0,7,920,271.3,1.1,0.213,,,,,, -2009,3,12,2,30,0,0,0,0,6,920,277.2,1.2,0.213,,,,,, -2009,3,12,3,30,0,0,0,0,6,920,289.2,1.3,0.213,,,,,, -2009,3,12,4,30,0,0,0,0,5,920,298.3,1.3,0.213,,,,,, -2009,3,12,5,30,0,0,0,0,5,920,305,1.4,0.213,,,,,, -2009,3,12,6,30,0,0,0,0,7,920,311.9,2,0.213,,,,,, -2009,3,12,7,30,509,51,141,0,11,920,321.9,3.5,0.213,,,,,, -2009,3,12,8,30,760,79,371,0,15,920,340.5,5,0.213,,,,,, -2009,3,12,9,30,872,96,585,0,18,920,352.6,5.6,0.213,,,,,, -2009,3,12,10,30,929,107,756,-2,19,920,2.2,5.9,0.213,,,,,, -2009,3,12,11,30,949,118,864,-3,20,920,10.9,6,0.213,,,,,, -2009,3,12,12,30,952,124,903,-3,21,920,18.9,6.1,0.213,,,,,, -2009,3,12,13,30,941,124,869,-4,21,920,26.5,6.2,0.213,,,,,, -2009,3,12,14,30,904,121,765,-4,20,920,32.5,6.1,0.213,,,,,, -2009,3,12,15,30,835,114,598,-4,19,920,37.3,6,0.213,,,,,, -2009,3,12,16,30,708,99,386,-3,18,920,40.6,5.4,0.213,,,,,, -2009,3,12,17,30,466,65,160,-2,15,920,44.2,3.6,0.213,,,,,, -2009,3,12,18,30,0,0,0,0,12,920,49.7,2,0.213,,,,,, -2009,3,12,19,30,0,0,0,0,10,920,56.3,1.5,0.213,,,,,, -2009,3,12,20,30,0,0,0,0,9,920,63.1,1.2,0.213,,,,,, -2009,3,12,21,30,0,0,0,1,7,920,71.9,1,0.213,,,,,, -2009,3,12,22,30,0,0,0,1,6,920,85.6,0.8,0.213,,,,,, -2009,3,12,23,30,0,0,0,1,6,920,106,0.7,0.213,,,,,, -2009,3,13,0,30,0,0,0,1,5,920,135.7,0.6,0.213,,,,,, -2009,3,13,1,30,0,0,0,1,5,920,169.9,0.7,0.213,,,,,, -2009,3,13,2,30,0,0,0,1,5,920,193.3,0.9,0.213,,,,,, -2009,3,13,3,30,0,0,0,2,5,920,201.3,1,0.213,,,,,, -2009,3,13,4,30,0,0,0,2,5,920,207.6,1.1,0.213,,,,,, -2009,3,13,5,30,0,0,0,2,5,920,209.9,1.2,0.213,,,,,, -2009,3,13,6,30,0,0,0,2,7,920,212.3,1.8,0.213,,,,,, -2009,3,13,7,30,421,61,138,2,10,920,215.4,3,0.213,,,,,, -2009,3,13,8,30,691,98,366,0,13,920,215.6,3.6,0.213,,,,,, -2009,3,13,9,30,818,118,580,0,15,920,223.4,3.4,0.213,,,,,, -2009,3,13,10,30,887,129,751,-1,17,920,225.8,2.8,0.213,,,,,, -2009,3,13,11,30,927,132,864,-1,18,920,221.3,2,0.213,,,,,, -2009,3,13,12,30,940,133,905,-2,19,920,206.6,1.4,0.213,,,,,, -2009,3,13,13,30,937,128,874,-2,19,920,171,1.2,0.213,,,,,, -2009,3,13,14,30,906,123,771,-3,19,920,131.7,1.6,0.213,,,,,, -2009,3,13,15,30,849,112,606,-3,18,920,114.2,1.9,0.213,,,,,, -2009,3,13,16,30,741,93,396,-3,17,920,107.9,1.9,0.213,,,,,, -2009,3,13,17,30,503,62,166,-2,13,920,108.6,1.3,0.219,,,,,, -2009,3,13,18,30,0,0,0,0,10,920,117.6,1,0.219,,,,,, -2009,3,13,19,30,0,0,0,0,9,920,134,1,0.219,,,,,, -2009,3,13,20,30,0,0,0,0,9,920,148.7,0.9,0.219,,,,,, -2009,3,13,21,30,0,0,0,0,9,920,161.5,0.9,0.219,,,,,, -2009,3,13,22,30,0,0,0,-1,9,920,175.6,0.9,0.219,,,,,, -2009,3,13,23,30,0,0,0,-1,9,920,191.2,0.8,0.219,,,,,, -2009,3,14,0,30,0,0,0,-2,8,920,207.1,0.8,0.219,,,,,, -2009,3,14,1,30,0,0,0,-2,7,920,224.5,0.8,0.219,,,,,, -2009,3,14,2,30,0,0,0,-2,7,920,245,0.8,0.219,,,,,, -2009,3,14,3,30,0,0,0,-2,6,920,265.3,0.9,0.219,,,,,, -2009,3,14,4,30,0,0,0,-2,6,920,283.2,0.9,0.219,,,,,, -2009,3,14,5,30,0,0,0,-2,5,920,297.6,1,0.219,,,,,, -2009,3,14,6,30,0,0,0,-2,6,920,308.3,1.2,0.219,,,,,, -2009,3,14,7,30,0,60,60,-1,10,920,319.2,1.4,0.219,,,,,, -2009,3,14,8,30,667,104,366,-2,14,920,358.9,1.9,0.219,,,,,, -2009,3,14,9,30,112,264,328,-3,16,920,38.1,2.3,0.219,,,,,, -2009,3,14,10,30,219,354,509,-3,18,920,50,2.6,0.219,,,,,, -2009,3,14,11,30,46,354,391,-3,19,920,59.1,2.8,0.219,,,,,, -2009,3,14,12,30,645,284,816,-3,19,920,65.6,3.1,0.219,,,,,, -2009,3,14,13,30,548,311,749,-3,19,920,71.5,3.3,0.219,,,,,, -2009,3,14,14,30,463,286,619,-3,19,920,78.2,3.4,0.219,,,,,, -2009,3,14,15,30,546,191,511,-3,18,920,86.1,3.4,0.219,,,,,, -2009,3,14,16,30,683,106,388,-3,17,920,93,3,0.219,,,,,, -2009,3,14,17,30,455,68,163,-2,14,920,97.4,2,0.219,,,,,, -2009,3,14,18,30,0,0,0,0,11,920,98.7,1.2,0.219,,,,,, -2009,3,14,19,30,0,0,0,0,11,920,100.7,1.2,0.219,,,,,, -2009,3,14,20,30,0,0,0,0,10,920,104.3,1.1,0.219,,,,,, -2009,3,14,21,30,0,0,0,-1,10,920,109.3,1,0.219,,,,,, -2009,3,14,22,30,0,0,0,-2,9,920,114.5,1,0.219,,,,,, -2009,3,14,23,30,0,0,0,-2,8,920,118.3,1,0.219,,,,,, -2009,3,15,0,30,0,0,0,-2,7,920,122.2,1,0.219,,,,,, -2009,3,15,1,30,0,0,0,-2,7,920,125.8,0.9,0.219,,,,,, -2009,3,15,2,30,0,0,0,-2,6,920,130.1,0.9,0.219,,,,,, -2009,3,15,3,30,0,0,0,-3,6,920,136.1,0.8,0.219,,,,,, -2009,3,15,4,30,0,0,0,-3,6,920,144.8,0.7,0.219,,,,,, -2009,3,15,5,30,0,0,0,-4,6,920,160.8,0.5,0.219,,,,,, -2009,3,15,6,30,0,0,0,-4,7,920,182.3,0.4,0.219,,,,,, -2009,3,15,7,30,428,65,147,-1,11,920,200.9,0.4,0.219,,,,,, -2009,3,15,8,30,685,104,376,-5,14,920,84.4,0.9,0.219,,,,,, -2009,3,15,9,30,815,124,592,-6,17,920,55.8,1.6,0.219,,,,,, -2009,3,15,10,30,885,134,763,-6,18,920,47.6,2,0.219,,,,,, -2009,3,15,11,30,928,135,876,-6,19,920,48.6,2.4,0.219,,,,,, -2009,3,15,12,30,935,139,915,-6,20,920,53.7,2.7,0.219,,,,,, -2009,3,15,13,30,928,136,882,-7,21,920,60.1,2.9,0.219,,,,,, -2009,3,15,14,30,909,125,780,-7,21,920,68.6,3,0.219,,,,,, -2009,3,15,15,30,854,112,615,-7,20,920,75.6,2.9,0.219,,,,,, -2009,3,15,16,30,745,94,403,-7,19,920,79.9,2.4,0.219,,,,,, -2009,3,15,17,30,514,63,172,-2,15,920,83.2,1.5,0.219,,,,,, -2009,3,15,18,30,0,0,0,0,12,920,91.9,1.1,0.219,,,,,, -2009,3,15,19,30,0,0,0,-2,12,920,103.7,1.2,0.219,,,,,, -2009,3,15,20,30,0,0,0,-2,11,920,116.2,1.2,0.219,,,,,, -2009,3,15,21,30,0,0,0,-3,11,920,129,1.1,0.219,,,,,, -2009,3,15,22,30,0,0,0,-4,10,920,144,1,0.219,,,,,, -2009,3,15,23,30,0,0,0,-4,10,920,164.1,0.9,0.219,,,,,, -2009,3,16,0,30,0,0,0,-4,9,920,191.5,0.9,0.219,,,,,, -2009,3,16,1,30,0,0,0,-4,8,920,216,1,0.219,,,,,, -2009,3,16,2,30,0,0,0,-4,7,920,229.1,1.1,0.219,,,,,, -2009,3,16,3,30,0,0,0,-4,6,920,234.9,1.2,0.219,,,,,, -2009,3,16,4,30,0,0,0,-5,5,920,239.9,1.4,0.219,,,,,, -2009,3,16,5,30,0,0,0,-5,5,930,245.4,1.4,0.219,,,,,, -2009,3,16,6,30,0,0,0,-5,7,930,251.2,1.7,0.219,,,,,, -2009,3,16,7,30,550,54,162,-3,11,930,257.2,2.4,0.219,,,,,, -2009,3,16,8,30,785,80,396,-5,15,930,265.7,2.7,0.219,,,,,, -2009,3,16,9,30,891,96,612,-6,19,930,311,2.5,0.219,,,,,, -2009,3,16,10,30,947,105,783,-6,21,930,337,2.2,0.219,,,,,, -2009,3,16,11,30,973,112,893,-7,22,930,357.6,1.8,0.219,,,,,, -2009,3,16,12,30,983,113,933,-7,23,930,19.5,1.6,0.219,,,,,, -2009,3,16,13,30,978,110,899,-8,24,920,43.6,1.5,0.219,,,,,, -2009,3,16,14,30,943,109,793,-8,24,920,63.4,1.7,0.219,,,,,, -2009,3,16,15,30,885,102,625,-8,23,920,76.1,1.8,0.219,,,,,, -2009,3,16,16,30,771,89,411,-8,21,920,85.1,1.5,0.219,,,,,, -2009,3,16,17,30,540,62,177,0,17,920,92.4,1.1,0.219,,,,,, -2009,3,16,18,30,0,0,0,0,14,920,104.8,1.2,0.219,,,,,, -2009,3,16,19,30,0,0,0,-1,13,920,119.3,1.2,0.219,,,,,, -2009,3,16,20,30,0,0,0,-2,13,930,139.1,1.2,0.219,,,,,, -2009,3,16,21,30,0,0,0,-2,13,930,164.4,1.2,0.219,,,,,, -2009,3,16,22,30,0,0,0,-3,12,930,189.4,1.2,0.219,,,,,, -2009,3,16,23,30,0,0,0,-4,12,930,208.9,1.3,0.219,,,,,, -2009,3,17,0,30,0,0,0,-4,11,920,223.6,1.4,0.219,,,,,, -2009,3,17,1,30,0,0,0,-4,10,920,234.3,1.4,0.219,,,,,, -2009,3,17,2,30,0,0,0,-4,9,920,238.7,1.5,0.219,,,,,, -2009,3,17,3,30,0,0,0,-4,8,920,240,1.5,0.219,,,,,, -2009,3,17,4,30,0,0,0,-4,8,920,241.3,1.5,0.219,,,,,, -2009,3,17,5,30,0,0,0,-4,7,920,242.9,1.5,0.219,,,,,, -2009,3,17,6,30,0,0,0,-4,9,920,244.5,1.6,0.219,,,,,, -2009,3,17,7,30,320,65,130,-1,13,930,246.4,2.2,0.219,,,,,, -2009,3,17,8,30,808,78,407,-5,18,930,249.5,2,0.219,,,,,, -2009,3,17,9,30,913,92,625,-6,21,930,269.7,0.8,0.219,,,,,, -2009,3,17,10,30,968,100,797,-6,24,930,305.7,0.3,0.219,,,,,, -2009,3,17,11,30,987,109,905,-7,25,920,48.3,0.5,0.219,,,,,, -2009,3,17,12,30,996,110,944,-7,26,920,61.5,1.1,0.219,,,,,, -2009,3,17,13,30,989,109,910,-7,27,920,65.7,1.6,0.219,,,,,, -2009,3,17,14,30,957,107,803,-7,27,920,68.5,2,0.219,,,,,, -2009,3,17,15,30,905,97,636,-7,26,920,70,2.4,0.219,,,,,, -2009,3,17,16,30,808,82,422,-7,24,920,72.1,2.1,0.219,,,,,, -2009,3,17,17,30,596,57,186,0,19,920,77.6,1.4,0.219,,,,,, -2009,3,17,18,30,0,0,0,0,16,920,90.8,1.3,0.219,,,,,, -2009,3,17,19,30,0,0,0,0,14,920,103.6,1.3,0.219,,,,,, -2009,3,17,20,30,0,0,0,0,14,920,116.2,1.2,0.219,,,,,, -2009,3,17,21,30,0,0,0,-1,14,920,128.6,1.1,0.219,,,,,, -2009,3,17,22,30,0,0,0,-2,14,920,140.6,1,0.219,,,,,, -2009,3,17,23,30,0,0,0,-3,14,920,149.6,0.8,0.219,,,,,, -2009,3,18,0,30,0,0,0,-3,13,920,157.2,0.6,0.219,,,,,, -2009,3,18,1,30,0,0,0,-3,12,920,162.2,0.4,0.219,,,,,, -2009,3,18,2,30,0,0,0,-3,12,920,189.5,0.3,0.219,,,,,, -2009,3,18,3,30,0,0,0,-3,12,920,216.8,0.4,0.219,,,,,, -2009,3,18,4,30,0,0,0,-3,12,920,227.6,0.5,0.219,,,,,, -2009,3,18,5,30,0,0,0,-3,12,920,236.7,0.6,0.219,,,,,, -2009,3,18,6,30,0,0,0,-4,13,920,248.6,0.7,0.219,,,,,, -2009,3,18,7,30,579,56,175,0,16,920,259.5,0.9,0.219,,,,,, -2009,3,18,8,30,523,123,339,-3,20,920,276.8,1.1,0.219,,,,,, -2009,3,18,9,30,917,93,632,-5,23,920,13.7,1.6,0.219,,,,,, -2009,3,18,10,30,970,102,804,-7,25,920,25.6,2.3,0.219,,,,,, -2009,3,18,11,30,996,106,913,-8,26,920,32.4,2.8,0.219,,,,,, -2009,3,18,12,30,1004,107,952,-8,27,920,39,3.2,0.219,,,,,, -2009,3,18,13,30,996,106,917,-8,28,920,44.8,3.5,0.219,,,,,, -2009,3,18,14,30,967,103,810,-8,27,920,51,3.6,0.219,,,,,, -2009,3,18,15,30,917,94,642,-8,26,920,56.5,3.5,0.219,,,,,, -2009,3,18,16,30,821,80,427,-8,24,920,60.9,2.6,0.219,,,,,, -2009,3,18,17,30,615,56,191,-1,20,920,64.4,1.5,0.219,,,,,, -2009,3,18,18,30,0,0,0,0,16,920,70.2,1.3,0.219,,,,,, -2009,3,18,19,30,0,0,0,0,15,920,84.2,1.3,0.219,,,,,, -2009,3,18,20,30,0,0,0,-1,15,920,102.8,1.3,0.219,,,,,, -2009,3,18,21,30,0,0,0,-2,15,920,120.9,1.2,0.219,,,,,, -2009,3,18,22,30,0,0,0,-3,15,920,138.7,1.1,0.219,,,,,, -2009,3,18,23,30,0,0,0,-4,14,920,164.9,0.9,0.219,,,,,, -2009,3,19,0,30,0,0,0,-4,13,920,191.5,0.9,0.219,,,,,, -2009,3,19,1,30,0,0,0,-4,13,920,211.5,1,0.219,,,,,, -2009,3,19,2,30,0,0,0,-5,12,920,225.5,1.2,0.219,,,,,, -2009,3,19,3,30,0,0,0,-5,11,920,235.5,1.3,0.219,,,,,, -2009,3,19,4,30,0,0,0,-5,10,920,242.5,1.4,0.219,,,,,, -2009,3,19,5,30,0,0,0,-5,10,920,248.5,1.5,0.219,,,,,, -2009,3,19,6,30,0,0,0,-5,11,920,253.9,1.5,0.219,,,,,, -2009,3,19,7,30,320,69,136,-1,15,920,258.8,1.8,0.219,,,,,, -2009,3,19,8,30,819,81,422,-6,20,920,267.1,1.5,0.219,,,,,, -2009,3,19,9,30,912,98,639,-7,23,920,346.4,1.3,0.219,,,,,, -2009,3,19,10,30,958,111,809,-8,26,920,32.4,1.9,0.219,,,,,, -2009,3,19,11,30,970,125,915,-8,27,920,36.9,2,0.219,,,,,, -2009,3,19,12,30,972,130,952,-9,28,920,34.6,2.1,0.219,,,,,, -2009,3,19,13,30,674,262,813,-9,28,920,36.2,2.3,0.219,,,,,, -2009,3,19,14,30,531,271,661,-9,28,920,44.9,2.5,0.219,,,,,, -2009,3,19,15,30,322,264,458,-9,27,920,53.1,2.6,0.219,,,,,, -2009,3,19,16,30,528,129,354,-7,24,920,61.3,2.1,0.219,,,,,, -2009,3,19,17,30,520,68,183,2,21,920,72.7,1.5,0.219,,,,,, -2009,3,19,18,30,0,0,0,0,18,920,87.3,1.5,0.219,,,,,, -2009,3,19,19,30,0,0,0,0,16,920,98.9,1.6,0.219,,,,,, -2009,3,19,20,30,0,0,0,0,16,920,110.3,1.4,0.219,,,,,, -2009,3,19,21,30,0,0,0,-1,17,920,124.4,1.2,0.219,,,,,, -2009,3,19,22,30,0,0,0,-2,16,920,136.9,1.2,0.219,,,,,, -2009,3,19,23,30,0,0,0,-3,16,920,136.1,1.1,0.219,,,,,, -2009,3,20,0,30,0,0,0,-4,15,920,142,1,0.219,,,,,, -2009,3,20,1,30,0,0,0,-3,14,920,145.7,0.9,0.219,,,,,, -2009,3,20,2,30,0,0,0,-2,14,920,167,0.6,0.219,,,,,, -2009,3,20,3,30,0,0,0,-2,13,920,206.7,0.3,0.219,,,,,, -2009,3,20,4,30,0,0,0,-2,13,920,281.7,0.4,0.219,,,,,, -2009,3,20,5,30,0,0,0,-2,12,920,357.1,0.7,0.219,,,,,, -2009,3,20,6,30,0,0,0,-1,13,920,8,0.8,0.219,,,,,, -2009,3,20,7,30,0,60,60,0,14,920,7.9,0.8,0.219,,,,,, -2009,3,20,8,30,0,18,18,0,16,920,351.3,1.2,0.219,,,,,, -2009,3,20,9,30,741,147,590,-1,18,920,340.6,1.9,0.219,,,,,, -2009,3,20,10,30,488,283,641,-2,20,920,355.6,2.5,0.219,,,,,, -2009,3,20,11,30,810,189,852,-4,23,920,0.1,3.1,0.219,,,,,, -2009,3,20,12,30,241,433,638,-4,25,920,1.3,3.5,0.219,,,,,, -2009,3,20,13,30,154,423,549,-3,26,920,2,3.6,0.219,,,,,, -2009,3,20,14,30,131,366,463,-3,25,920,7.6,3.5,0.219,,,,,, -2009,3,20,15,30,509,211,518,-3,25,920,15.2,3.3,0.219,,,,,, -2009,3,20,16,30,749,75,396,-1,23,920,19.8,2.7,0.219,,,,,, -2009,3,20,17,30,288,85,150,4,20,920,21.9,1.7,0.219,,,,,, -2009,3,20,18,30,0,0,0,2,17,920,29.7,1.2,0.219,,,,,, -2009,3,20,19,30,0,0,0,1,16,920,36.3,1.2,0.219,,,,,, -2009,3,20,20,30,0,0,0,0,15,920,38.7,1.2,0.219,,,,,, -2009,3,20,21,30,0,0,0,0,14,920,37.2,1.2,0.219,,,,,, -2009,3,20,22,30,0,0,0,0,13,920,32.8,1.2,0.219,,,,,, -2009,3,20,23,30,0,0,0,0,11,920,27.4,1.2,0.219,,,,,, -2009,3,21,0,30,0,0,0,0,10,920,21,1.1,0.219,,,,,, -2009,3,21,1,30,0,0,0,0,10,920,6.2,1,0.219,,,,,, -2009,3,21,2,30,0,0,0,0,10,920,337.4,1,0.219,,,,,, -2009,3,21,3,30,0,0,0,0,10,920,324.7,1.1,0.219,,,,,, -2009,3,21,4,30,0,0,0,0,10,920,326.9,1.2,0.219,,,,,, -2009,3,21,5,30,0,0,0,1,11,920,320.4,1.2,0.219,,,,,, -2009,3,21,6,30,0,0,0,1,12,920,310.2,1.8,0.219,,,,,, -2009,3,21,7,30,538,61,179,3,16,920,306.1,3,0.219,,,,,, -2009,3,21,8,30,757,86,408,2,19,920,331.1,3.9,0.219,,,,,, -2009,3,21,9,30,868,98,620,3,22,920,351.9,4.3,0.219,,,,,, -2009,3,21,10,30,917,109,785,2,25,920,8.9,4.5,0.219,,,,,, -2009,3,21,11,30,929,123,887,2,26,920,21.9,4.6,0.219,,,,,, -2009,3,21,12,30,935,127,924,1,27,920,25.5,4.7,0.219,,,,,, -2009,3,21,13,30,933,121,890,1,28,920,25.1,4.7,0.219,,,,,, -2009,3,21,14,30,908,115,787,0,28,920,25.6,4.9,0.219,,,,,, -2009,3,21,15,30,857,103,623,0,27,920,30.3,5.1,0.219,,,,,, -2009,3,21,16,30,624,106,375,0,25,920,32.5,4.8,0.219,,,,,, -2009,3,21,17,30,340,74,151,0,21,920,33.7,3.4,0.221,,,,,, -2009,3,21,18,30,0,0,0,2,18,920,39.4,2.2,0.221,,,,,, -2009,3,21,19,30,0,0,0,2,16,920,46,1.9,0.221,,,,,, -2009,3,21,20,30,0,0,0,3,15,920,50.3,1.5,0.221,,,,,, -2009,3,21,21,30,0,0,0,3,14,920,49.2,1.1,0.221,,,,,, -2009,3,21,22,30,0,0,0,3,13,920,38.1,1,0.221,,,,,, -2009,3,21,23,30,0,0,0,3,13,920,24.8,1,0.221,,,,,, -2009,3,22,0,30,0,0,0,3,12,920,22.9,1,0.221,,,,,, -2009,3,22,1,30,0,0,0,3,12,920,24.9,0.9,0.221,,,,,, -2009,3,22,2,30,0,0,0,3,12,920,12.7,0.9,0.221,,,,,, -2009,3,22,3,30,0,0,0,3,12,920,22.8,1,0.221,,,,,, -2009,3,22,4,30,0,0,0,3,12,920,34.6,0.9,0.221,,,,,, -2009,3,22,5,30,0,0,0,2,11,920,29.8,0.9,0.221,,,,,, -2009,3,22,6,30,0,0,0,2,12,920,18.8,1.4,0.221,,,,,, -2009,3,22,7,30,0,55,55,3,15,920,12.5,2.6,0.221,,,,,, -2009,3,22,8,30,712,100,406,0,18,920,36,3.6,0.221,,,,,, -2009,3,22,9,30,651,165,559,-2,21,920,46.5,4.1,0.221,,,,,, -2009,3,22,10,30,942,113,811,-3,23,920,53,4.6,0.221,,,,,, -2009,3,22,11,30,974,116,921,-3,24,920,52,5.3,0.221,,,,,, -2009,3,22,12,30,982,117,957,-3,25,920,54.8,5.9,0.221,,,,,, -2009,3,22,13,30,979,112,922,-3,25,920,59.4,6.3,0.221,,,,,, -2009,3,22,14,30,954,106,816,-3,25,920,62,6.5,0.221,,,,,, -2009,3,22,15,30,911,95,650,-3,24,920,61.3,6.6,0.221,,,,,, -2009,3,22,16,30,824,79,437,-3,22,920,59.8,6.4,0.221,,,,,, -2009,3,22,17,30,626,56,201,-3,19,920,59.5,5.1,0.221,,,,,, -2009,3,22,18,30,0,0,0,-3,16,920,62.2,3.6,0.221,,,,,, -2009,3,22,19,30,0,0,0,-2,14,920,64.8,2.8,0.221,,,,,, -2009,3,22,20,30,0,0,0,-2,12,920,65.7,2.3,0.221,,,,,, -2009,3,22,21,30,0,0,0,-1,10,920,65.2,1.9,0.221,,,,,, -2009,3,22,22,30,0,0,0,0,9,920,66.1,1.6,0.221,,,,,, -2009,3,22,23,30,0,0,0,0,8,920,67.6,1.4,0.221,,,,,, -2009,3,23,0,30,0,0,0,0,6,920,68.3,1.3,0.221,,,,,, -2009,3,23,1,30,0,0,0,0,5,920,70.7,1.2,0.221,,,,,, -2009,3,23,2,30,0,0,0,0,4,920,77.1,1.1,0.221,,,,,, -2009,3,23,3,30,0,0,0,0,3,920,79.6,1.1,0.221,,,,,, -2009,3,23,4,30,0,0,0,0,3,920,85.3,1.1,0.221,,,,,, -2009,3,23,5,30,0,0,0,-1,3,920,93.4,1,0.221,,,,,, -2009,3,23,6,30,0,0,0,-2,4,920,97,1.4,0.221,,,,,, -2009,3,23,7,30,571,67,198,-4,7,920,98.5,2.3,0.221,,,,,, -2009,3,23,8,30,797,92,439,-7,10,920,89,3.2,0.221,,,,,, -2009,3,23,9,30,904,107,659,-9,12,920,88.9,3.8,0.221,,,,,, -2009,3,23,10,30,962,116,833,-10,14,920,91.5,4.3,0.221,,,,,, -2009,3,23,11,30,981,127,942,-11,15,920,91.2,4.8,0.221,,,,,, -2009,3,23,12,30,989,130,980,-11,16,920,90.3,5.3,0.221,,,,,, -2009,3,23,13,30,980,128,942,-11,17,920,90,5.8,0.221,,,,,, -2009,3,23,14,30,935,130,828,-11,17,920,92.1,6,0.221,,,,,, -2009,3,23,15,30,865,124,653,-10,16,920,96.7,5.8,0.221,,,,,, -2009,3,23,16,30,736,110,432,-10,15,920,102.4,5.1,0.221,,,,,, -2009,3,23,17,30,493,79,193,-9,12,920,109.2,3.2,0.221,,,,,, -2009,3,23,18,30,0,0,0,-6,9,920,120.4,1.7,0.221,,,,,, -2009,3,23,19,30,0,0,0,-5,7,920,139,1.4,0.221,,,,,, -2009,3,23,20,30,0,0,0,-5,6,920,159.9,1.4,0.221,,,,,, -2009,3,23,21,30,0,0,0,-5,5,920,176.7,1.5,0.221,,,,,, -2009,3,23,22,30,0,0,0,-6,5,920,188.4,1.5,0.221,,,,,, -2009,3,23,23,30,0,0,0,-6,5,920,196.7,1.5,0.221,,,,,, -2009,3,24,0,30,0,0,0,-7,5,920,202.6,1.5,0.221,,,,,, -2009,3,24,1,30,0,0,0,-7,5,920,207,1.5,0.221,,,,,, -2009,3,24,2,30,0,0,0,-8,5,920,209.5,1.6,0.221,,,,,, -2009,3,24,3,30,0,0,0,-8,5,920,213.2,1.7,0.221,,,,,, -2009,3,24,4,30,0,0,0,-8,5,920,217.5,1.7,0.221,,,,,, -2009,3,24,5,30,0,0,0,-8,5,920,221.8,1.7,0.221,,,,,, -2009,3,24,6,30,0,0,0,-8,6,920,225.6,2.6,0.221,,,,,, -2009,3,24,7,30,562,70,202,-6,9,920,228.9,3.8,0.221,,,,,, -2009,3,24,8,30,783,98,442,-8,12,920,238.2,3.7,0.221,,,,,, -2009,3,24,9,30,889,114,660,-9,15,920,244.1,2.6,0.221,,,,,, -2009,3,24,10,30,943,125,831,-10,17,920,235.6,1.6,0.221,,,,,, -2009,3,24,11,30,956,139,936,-11,18,920,202.3,1.2,0.221,,,,,, -2009,3,24,12,30,958,144,971,-12,19,920,164.6,1.5,0.221,,,,,, -2009,3,24,13,30,946,143,932,-12,20,920,139.1,2,0.221,,,,,, -2009,3,24,14,30,931,129,826,-13,20,920,116.5,2.8,0.221,,,,,, -2009,3,24,15,30,870,119,654,-13,19,920,106.1,3.4,0.221,,,,,, -2009,3,24,16,30,758,103,436,-12,18,920,105.2,3.6,0.221,,,,,, -2009,3,24,17,30,545,71,200,-11,14,920,107.5,2.7,0.221,,,,,, -2009,3,24,18,30,0,0,0,-6,11,920,112.4,1.7,0.221,,,,,, -2009,3,24,19,30,0,0,0,-5,9,920,120.1,1.5,0.221,,,,,, -2009,3,24,20,30,0,0,0,-5,8,920,133.5,1.3,0.221,,,,,, -2009,3,24,21,30,0,0,0,-6,7,920,150.4,1.3,0.221,,,,,, -2009,3,24,22,30,0,0,0,-6,7,920,164.6,1.3,0.221,,,,,, -2009,3,24,23,30,0,0,0,-7,7,920,172.6,1.3,0.221,,,,,, -2009,3,25,0,30,0,0,0,-7,7,920,183.6,1.2,0.221,,,,,, -2009,3,25,1,30,0,0,0,-8,7,920,189.8,1.2,0.221,,,,,, -2009,3,25,2,30,0,0,0,-9,7,920,194.6,1.1,0.221,,,,,, -2009,3,25,3,30,0,0,0,-10,7,920,197,1.1,0.221,,,,,, -2009,3,25,4,30,0,0,0,-10,7,920,205.1,1.2,0.221,,,,,, -2009,3,25,5,30,0,0,0,-10,7,920,216.2,1.1,0.221,,,,,, -2009,3,25,6,30,39,11,11,-10,8,920,222.4,1.5,0.221,,,,,, -2009,3,25,7,30,571,71,207,-7,12,920,222.8,2,0.221,,,,,, -2009,3,25,8,30,779,101,446,-11,15,920,216.5,1.9,0.221,,,,,, -2009,3,25,9,30,877,120,663,-12,17,920,194.6,1.9,0.221,,,,,, -2009,3,25,10,30,928,133,832,-13,19,920,171.5,2.1,0.221,,,,,, -2009,3,25,11,30,953,140,938,-13,20,920,146,2.5,0.221,,,,,, -2009,3,25,12,30,955,144,971,-13,21,920,121.8,3.2,0.221,,,,,, -2009,3,25,13,30,937,146,930,-13,21,920,107.9,4,0.221,,,,,, -2009,3,25,14,30,897,143,818,-13,21,920,103.7,4.7,0.221,,,,,, -2009,3,25,15,30,832,132,646,-12,20,920,103.2,5,0.221,,,,,, -2009,3,25,16,30,717,112,430,-11,19,920,102.9,4.6,0.221,,,,,, -2009,3,25,17,30,488,78,194,-10,15,920,102.5,3.1,0.221,,,,,, -2009,3,25,18,30,18,8,9,-6,12,920,104.9,1.9,0.221,,,,,, -2009,3,25,19,30,0,0,0,-5,10,920,111.4,1.8,0.221,,,,,, -2009,3,25,20,30,0,0,0,-5,9,920,116.6,1.6,0.221,,,,,, -2009,3,25,21,30,0,0,0,-6,8,920,116.5,1.4,0.221,,,,,, -2009,3,25,22,30,0,0,0,-6,7,920,110.4,1.3,0.221,,,,,, -2009,3,25,23,30,0,0,0,-7,6,920,103.1,1.3,0.221,,,,,, -2009,3,26,0,30,0,0,0,-7,5,920,100.6,1.3,0.221,,,,,, -2009,3,26,1,30,0,0,0,-8,5,920,101.1,1.3,0.221,,,,,, -2009,3,26,2,30,0,0,0,-8,5,920,103.6,1.3,0.221,,,,,, -2009,3,26,3,30,0,0,0,-9,5,920,103.8,1.3,0.221,,,,,, -2009,3,26,4,30,0,0,0,-9,4,920,97.1,1.3,0.221,,,,,, -2009,3,26,5,30,0,0,0,-9,4,920,86.3,1.3,0.221,,,,,, -2009,3,26,6,30,54,12,13,-9,8,920,68.6,1.6,0.221,,,,,, -2009,3,26,7,30,577,66,207,-9,13,920,50.3,3.3,0.221,,,,,, -2009,3,26,8,30,787,90,442,-11,16,920,64,5.3,0.221,,,,,, -2009,3,26,9,30,887,104,657,-11,18,910,63.1,6.4,0.221,,,,,, -2009,3,26,10,30,940,113,825,-11,20,910,61.1,7.1,0.221,,,,,, -2009,3,26,11,30,945,131,926,-11,21,910,61.4,7.6,0.221,,,,,, -2009,3,26,12,30,950,134,960,-11,21,910,62.8,8,0.221,,,,,, -2009,3,26,13,30,933,136,920,-10,22,910,64.8,8.3,0.221,,,,,, -2009,3,26,14,30,898,133,810,-9,22,910,65.9,8.4,0.221,,,,,, -2009,3,26,15,30,835,123,641,-8,21,910,67,8.3,0.221,,,,,, -2009,3,26,16,30,721,106,427,-7,20,910,68.1,7.9,0.221,,,,,, -2009,3,26,17,30,482,77,193,-6,18,910,69.3,6.7,0.221,,,,,, -2009,3,26,18,30,13,9,9,-5,16,910,69.2,4.7,0.221,,,,,, -2009,3,26,19,30,0,0,0,-5,14,910,66.8,3.3,0.221,,,,,, -2009,3,26,20,30,0,0,0,-6,12,910,67.2,2.8,0.221,,,,,, -2009,3,26,21,30,0,0,0,-8,10,920,72.4,2.5,0.221,,,,,, -2009,3,26,22,30,0,0,0,-10,8,920,84.1,2,0.221,,,,,, -2009,3,26,23,30,0,0,0,-10,6,920,99.1,1.7,0.221,,,,,, -2009,3,27,0,30,0,0,0,-10,4,920,112.6,1.5,0.221,,,,,, -2009,3,27,1,30,0,0,0,-9,2,920,128.7,1.2,0.221,,,,,, -2009,3,27,2,30,0,0,0,-9,2,920,145.6,1.1,0.221,,,,,, -2009,3,27,3,30,0,0,0,-9,1,920,162.1,1.1,0.221,,,,,, -2009,3,27,4,30,0,0,0,-9,1,920,177.4,1.1,0.221,,,,,, -2009,3,27,5,30,0,0,0,-9,1,920,191.3,1.2,0.221,,,,,, -2009,3,27,6,30,119,14,18,-9,3,920,204.3,2.3,0.221,,,,,, -2009,3,27,7,30,670,62,228,-10,6,920,214.7,3.6,0.221,,,,,, -2009,3,27,8,30,857,86,474,-14,9,920,213.8,3.8,0.221,,,,,, -2009,3,27,9,30,945,101,694,-16,12,920,205.1,3.7,0.221,,,,,, -2009,3,27,10,30,993,110,866,-17,13,920,192.4,3.7,0.221,,,,,, -2009,3,27,11,30,1016,116,974,-17,14,920,176.2,3.9,0.221,,,,,, -2009,3,27,12,30,1023,116,1009,-17,15,920,163.7,4.3,0.221,,,,,, -2009,3,27,13,30,1014,113,968,-16,16,920,158,4.6,0.221,,,,,, -2009,3,27,14,30,980,111,854,-16,16,920,159.1,4.8,0.221,,,,,, -2009,3,27,15,30,929,101,679,-15,15,920,165,4.8,0.221,,,,,, -2009,3,27,16,30,831,86,458,-15,14,920,173.9,4.5,0.221,,,,,, -2009,3,27,17,30,627,63,215,-14,11,920,185.1,3.2,0.221,,,,,, -2009,3,27,18,30,79,12,14,-9,8,920,193.7,2,0.221,,,,,, -2009,3,27,19,30,0,0,0,-8,6,920,199.7,1.9,0.221,,,,,, -2009,3,27,20,30,0,0,0,-8,6,920,206.8,2,0.221,,,,,, -2009,3,27,21,30,0,0,0,-9,5,920,213.7,2,0.221,,,,,, -2009,3,27,22,30,0,0,0,-9,5,920,219.2,2.1,0.221,,,,,, -2009,3,27,23,30,0,0,0,-9,4,920,223.5,2.2,0.221,,,,,, -2009,3,28,0,30,0,0,0,-9,3,920,226.4,2.1,0.221,,,,,, -2009,3,28,1,30,0,0,0,-9,3,920,227.9,2.1,0.221,,,,,, -2009,3,28,2,30,0,0,0,-9,3,920,228.3,2.2,0.221,,,,,, -2009,3,28,3,30,0,0,0,-10,2,920,231.7,2.2,0.221,,,,,, -2009,3,28,4,30,0,0,0,-10,2,920,236.1,2.3,0.221,,,,,, -2009,3,28,5,30,0,0,0,-10,2,920,240.1,2.4,0.221,,,,,, -2009,3,28,6,30,121,15,19,-10,4,920,244.2,3.3,0.221,,,,,, -2009,3,28,7,30,632,63,223,-10,9,920,248.4,4,0.221,,,,,, -2009,3,28,8,30,819,87,461,-12,13,920,254.1,3.7,0.221,,,,,, -2009,3,28,9,30,910,102,676,-14,16,920,252.9,3,0.221,,,,,, -2009,3,28,10,30,959,111,845,-13,18,920,253.5,2.4,0.221,,,,,, -2009,3,28,11,30,977,120,949,-13,20,920,254.5,1.6,0.221,,,,,, -2009,3,28,12,30,987,121,985,-12,21,920,254.6,0.5,0.221,,,,,, -2009,3,28,13,30,980,118,948,-12,22,920,300.8,0.5,0.221,,,,,, -2009,3,28,14,30,953,114,839,-12,22,920,79.7,1.6,0.221,,,,,, -2009,3,28,15,30,905,103,669,-12,22,920,84.2,2.4,0.221,,,,,, -2009,3,28,16,30,814,87,453,-11,21,920,85.7,2.5,0.221,,,,,, -2009,3,28,17,30,622,62,215,-8,17,920,85.1,1.8,0.221,,,,,, -2009,3,28,18,30,93,13,15,-4,13,920,90.7,1.2,0.221,,,,,, -2009,3,28,19,30,0,0,0,-6,11,920,95,1.1,0.221,,,,,, -2009,3,28,20,30,0,0,0,-6,11,920,90.8,1,0.221,,,,,, -2009,3,28,21,30,0,0,0,-7,11,920,72.8,1,0.221,,,,,, -2009,3,28,22,30,0,0,0,-7,10,920,49.7,1.1,0.221,,,,,, -2009,3,28,23,30,0,0,0,-7,9,920,36.2,1.2,0.221,,,,,, -2009,3,29,0,30,0,0,0,-7,8,920,25.9,1.1,0.221,,,,,, -2009,3,29,1,30,0,0,0,-7,7,920,12.3,1.1,0.221,,,,,, -2009,3,29,2,30,0,0,0,-7,7,920,359,1.1,0.221,,,,,, -2009,3,29,3,30,0,0,0,-7,7,920,357,1.1,0.221,,,,,, -2009,3,29,4,30,0,0,0,-7,7,920,358.5,1.1,0.221,,,,,, -2009,3,29,5,30,0,0,0,-7,7,920,353.3,1.2,0.221,,,,,, -2009,3,29,6,30,0,18,18,-7,9,920,348.7,1.3,0.221,,,,,, -2009,3,29,7,30,641,50,215,-7,12,920,345.7,2.1,0.221,,,,,, -2009,3,29,8,30,783,75,436,-10,15,920,356.8,3.3,0.221,,,,,, -2009,3,29,9,30,713,155,608,-11,17,920,18.4,4.3,0.221,,,,,, -2009,3,29,10,30,902,144,838,-11,18,920,29.9,5.1,0.221,,,,,, -2009,3,29,11,30,666,282,850,-12,20,920,37.1,5.6,0.221,,,,,, -2009,3,29,12,30,956,140,980,-12,21,920,40.8,6.1,0.221,,,,,, -2009,3,29,13,30,964,127,945,-12,22,910,43.2,6.5,0.221,,,,,, -2009,3,29,14,30,939,119,836,-12,23,910,45.2,6.7,0.221,,,,,, -2009,3,29,15,30,629,182,577,-12,22,910,47,6.8,0.221,,,,,, -2009,3,29,16,30,785,95,450,-12,21,910,46.9,6.5,0.221,,,,,, -2009,3,29,17,30,423,73,178,-11,18,910,45.6,5.1,0.224,,,,,, -2009,3,29,18,30,0,13,13,-9,14,910,44.3,3.4,0.224,,,,,, -2009,3,29,19,30,0,0,0,-7,12,910,41.9,3,0.224,,,,,, -2009,3,29,20,30,0,0,0,-6,10,910,38.7,3,0.224,,,,,, -2009,3,29,21,30,0,0,0,-5,9,910,34.5,3,0.224,,,,,, -2009,3,29,22,30,0,0,0,-5,9,910,29.7,3.2,0.224,,,,,, -2009,3,29,23,30,0,0,0,-4,8,910,27.6,3.3,0.224,,,,,, -2009,3,30,0,30,0,0,0,-4,8,910,27.8,3,0.224,,,,,, -2009,3,30,1,30,0,0,0,-3,7,910,30,2.7,0.224,,,,,, -2009,3,30,2,30,0,0,0,-2,6,910,29,2.5,0.224,,,,,, -2009,3,30,3,30,0,0,0,-1,6,910,24.8,2.5,0.224,,,,,, -2009,3,30,4,30,0,0,0,0,5,910,21.7,2.4,0.224,,,,,, -2009,3,30,5,30,0,0,0,0,5,910,19.4,2.3,0.224,,,,,, -2009,3,30,6,30,66,18,21,1,6,920,16.9,3.3,0.224,,,,,, -2009,3,30,7,30,522,80,216,3,9,920,19.6,4.6,0.224,,,,,, -2009,3,30,8,30,724,110,447,3,12,920,31.8,5.2,0.224,,,,,, -2009,3,30,9,30,825,130,658,2,15,920,40.6,5.5,0.224,,,,,, -2009,3,30,10,30,879,143,822,1,17,920,49.5,5.9,0.224,,,,,, -2009,3,30,11,30,872,173,919,0,18,920,60.1,6.1,0.224,,,,,, -2009,3,30,12,30,878,179,955,-1,19,920,70.1,6,0.224,,,,,, -2009,3,30,13,30,874,176,921,-3,20,920,78.3,5.9,0.224,,,,,, -2009,3,30,14,30,833,176,814,-6,20,920,80.8,5.8,0.224,,,,,, -2009,3,30,15,30,730,179,640,-9,19,920,81,5.6,0.224,,,,,, -2009,3,30,16,30,598,155,427,-12,18,920,81.3,5.3,0.224,,,,,, -2009,3,30,17,30,385,101,198,-14,14,920,79.6,4.1,0.224,,,,,, -2009,3,30,18,30,9,11,11,-11,10,920,79.5,2.7,0.224,,,,,, -2009,3,30,19,30,0,0,0,-10,8,920,85,2,0.224,,,,,, -2009,3,30,20,30,0,0,0,-10,7,920,92.8,1.6,0.224,,,,,, -2009,3,30,21,30,0,0,0,-10,7,920,101.9,1.2,0.224,,,,,, -2009,3,30,22,30,0,0,0,-11,7,920,115.9,1.1,0.224,,,,,, -2009,3,30,23,30,0,0,0,-12,7,920,136.8,1,0.224,,,,,, -2009,3,31,0,30,0,0,0,-13,7,920,162.1,1,0.224,,,,,, -2009,3,31,1,30,0,0,0,-14,7,920,187.9,1,0.224,,,,,, -2009,3,31,2,30,0,0,0,-14,6,920,209,1,0.224,,,,,, -2009,3,31,3,30,0,0,0,-14,6,920,220,1.1,0.224,,,,,, -2009,3,31,4,30,0,0,0,-14,5,920,224.9,1.1,0.224,,,,,, -2009,3,31,5,30,0,0,0,-14,5,920,231.2,1.1,0.224,,,,,, -2009,3,31,6,30,81,20,24,-13,7,920,247.9,1.2,0.224,,,,,, -2009,3,31,7,30,549,82,229,-11,11,920,276.6,1.4,0.224,,,,,, -2009,3,31,8,30,752,113,466,-14,14,920,338,1.8,0.224,,,,,, -2009,3,31,9,30,854,132,681,-13,17,920,16.5,2.1,0.224,,,,,, -2009,3,31,10,30,909,143,849,-13,19,920,37.8,2.2,0.224,,,,,, -2009,3,31,11,30,949,142,957,-14,21,920,55.2,2.5,0.224,,,,,, -2009,3,31,12,30,956,145,991,-14,22,920,61.4,3,0.224,,,,,, -2009,3,31,13,30,946,143,952,-14,23,920,63.5,3.6,0.224,,,,,, -2009,3,31,14,30,915,137,841,-14,23,920,65.7,4.1,0.224,,,,,, -2009,3,31,15,30,856,127,668,-15,22,920,69.4,4.5,0.224,,,,,, -2009,3,31,16,30,749,109,451,-15,21,920,73.6,4.4,0.224,,,,,, -2011,3,31,17,30,647,55,217,-1,23,920,147,2.9,0.221,,,,,, -2011,3,31,18,30,156,14,19,0,19,920,150.3,1.8,0.221,,,,,, -2011,3,31,19,30,0,0,0,0,17,920,155.6,1.6,0.221,,,,,, -2011,3,31,20,30,0,0,0,0,17,920,163.4,1.6,0.221,,,,,, -2011,3,31,21,30,0,0,0,0,16,920,170.9,1.6,0.221,,,,,, -2011,3,31,22,30,0,0,0,0,16,920,177.3,1.6,0.221,,,,,, -2011,3,31,23,30,0,0,0,0,16,920,182.6,1.6,0.221,,,,,, -2011,4,1,0,30,0,0,0,0,16,920,187.9,1.6,0.221,,,,,, -2011,4,1,1,30,0,0,0,0,16,920,193.5,1.6,0.221,,,,,, -2011,4,1,2,30,0,0,0,0,16,920,199.3,1.5,0.221,,,,,, -2011,4,1,3,30,0,0,0,0,15,920,205.3,1.5,0.221,,,,,, -2011,4,1,4,30,0,0,0,0,15,920,211.4,1.5,0.221,,,,,, -2011,4,1,5,30,0,0,0,-1,15,920,217,1.4,0.221,,,,,, -2011,4,1,6,30,217,18,29,-1,17,920,221.6,1.9,0.221,,,,,, -2011,4,1,7,30,669,59,239,0,21,920,225.7,2.6,0.221,,,,,, -2011,4,1,8,30,837,79,475,-1,25,920,232.7,2.8,0.221,,,,,, -2011,4,1,9,30,920,93,687,-3,28,920,251.2,2.4,0.221,,,,,, -2011,4,1,10,30,966,102,853,-4,30,920,273.4,1.8,0.221,,,,,, -2011,4,1,11,30,978,114,955,-5,31,920,299.5,1.3,0.221,,,,,, -2011,4,1,12,30,986,116,990,-6,32,920,336.6,1.2,0.221,,,,,, -2011,4,1,13,30,978,114,952,-7,33,920,12.9,1.5,0.221,,,,,, -2011,4,1,14,30,953,109,843,-8,33,920,46.6,2,0.221,,,,,, -2011,4,1,15,30,907,99,674,-9,32,920,66.5,2.6,0.221,,,,,, -2011,4,1,16,30,821,84,460,-9,31,920,72.9,2.9,0.221,,,,,, -2011,4,1,17,30,642,60,223,-7,27,920,73.6,2.3,0.221,,,,,, -2011,4,1,18,30,149,15,20,-5,23,920,72.2,1.9,0.221,,,,,, -2011,4,1,19,30,0,0,0,-6,21,920,72.2,2.2,0.221,,,,,, -2011,4,1,20,30,0,0,0,-6,20,920,73.8,2.2,0.221,,,,,, -2011,4,1,21,30,0,0,0,-6,19,920,76.1,1.8,0.221,,,,,, -2011,4,1,22,30,0,0,0,-5,18,920,75.9,1.4,0.221,,,,,, -2011,4,1,23,30,0,0,0,-4,16,920,69.5,1.2,0.221,,,,,, -2011,4,2,0,30,0,0,0,-3,14,920,58,1,0.221,,,,,, -2011,4,2,1,30,0,0,0,-2,14,920,45.2,0.9,0.221,,,,,, -2011,4,2,2,30,0,0,0,-1,13,920,30.8,0.9,0.221,,,,,, -2011,4,2,3,30,0,0,0,-1,13,920,9.1,1,0.221,,,,,, -2011,4,2,4,30,0,0,0,-1,14,920,349.9,1.1,0.221,,,,,, -2011,4,2,5,30,0,0,0,-1,14,920,341.8,1.2,0.221,,,,,, -2011,4,2,6,30,189,20,31,-1,17,920,341.4,1.7,0.221,,,,,, -2011,4,2,7,30,635,64,238,-1,22,920,347.8,3.1,0.221,,,,,, -2011,4,2,8,30,814,84,472,-1,26,920,8.8,4.5,0.221,,,,,, -2011,4,2,9,30,905,94,683,-2,29,920,14.6,5.1,0.221,,,,,, -2011,4,2,10,30,957,99,848,-2,30,920,18.3,5.6,0.221,,,,,, -2011,4,2,11,30,983,102,951,-3,31,920,22.5,6,0.221,,,,,, -2011,4,2,12,30,990,102,984,-3,32,920,27.2,6.4,0.221,,,,,, -2011,4,2,13,30,981,101,944,-3,32,920,31.9,6.8,0.221,,,,,, -2011,4,2,14,30,943,103,832,-2,31,920,37.9,7.1,0.221,,,,,, -2011,4,2,15,30,890,96,662,-1,30,920,44.1,7.1,0.221,,,,,, -2011,4,2,16,30,420,165,359,0,28,920,49.2,6.7,0.221,,,,,, -2011,4,2,17,30,488,68,193,0,25,920,53.9,5.6,0.221,,,,,, -2011,4,2,18,30,0,15,15,0,22,920,58.8,4.2,0.221,,,,,, -2011,4,2,19,30,0,0,0,1,20,920,61.9,3,0.221,,,,,, -2011,4,2,20,30,0,0,0,1,19,920,58.3,2.1,0.221,,,,,, -2011,4,2,21,30,0,0,0,2,18,920,48.6,1.6,0.221,,,,,, -2011,4,2,22,30,0,0,0,2,17,920,39.2,1.5,0.221,,,,,, -2011,4,2,23,30,0,0,0,2,16,920,35.1,1.5,0.221,,,,,, -2011,4,3,0,30,0,0,0,2,15,920,33.4,1.5,0.221,,,,,, -2011,4,3,1,30,0,0,0,3,13,920,37.2,1.4,0.221,,,,,, -2011,4,3,2,30,0,0,0,3,12,920,37.1,1.2,0.221,,,,,, -2011,4,3,3,30,0,0,0,3,11,920,26.2,1.2,0.221,,,,,, -2011,4,3,4,30,0,0,0,3,11,920,19.6,1.2,0.221,,,,,, -2011,4,3,5,30,0,0,0,3,11,920,16.7,1.3,0.221,,,,,, -2011,4,3,6,30,120,21,29,3,13,920,14.7,2.5,0.221,,,,,, -2011,4,3,7,30,395,87,197,3,17,920,21.8,4.3,0.221,,,,,, -2011,4,3,8,30,842,76,481,2,20,920,35.1,5.3,0.221,,,,,, -2011,4,3,9,30,927,87,693,1,23,920,43.9,5.9,0.221,,,,,, -2011,4,3,10,30,972,94,858,0,25,920,49.7,6.4,0.221,,,,,, -2011,4,3,11,30,959,119,951,-1,26,920,54.8,6.8,0.221,,,,,, -2011,4,3,12,30,968,119,984,-1,27,920,59.7,7.1,0.221,,,,,, -2011,4,3,13,30,962,115,944,-2,27,920,64.2,7.3,0.221,,,,,, -2011,4,3,14,30,926,115,833,-2,26,920,68.3,7.5,0.221,,,,,, -2011,4,3,15,30,873,106,664,-2,25,920,70.9,7.5,0.221,,,,,, -2011,4,3,16,30,513,153,390,-2,24,920,74.9,7.1,0.221,,,,,, -2011,4,3,17,30,130,100,134,-2,21,920,81.1,5.8,0.221,,,,,, -2011,4,3,18,30,0,13,13,-1,18,920,85.3,3.9,0.221,,,,,, -2011,4,3,19,30,0,0,0,-1,16,920,82.8,2.5,0.221,,,,,, -2011,4,3,20,30,0,0,0,-1,15,920,78.5,1.8,0.221,,,,,, -2011,4,3,21,30,0,0,0,-1,13,920,81,1.3,0.221,,,,,, -2011,4,3,22,30,0,0,0,0,12,920,89.9,1.1,0.221,,,,,, -2011,4,3,23,30,0,0,0,0,12,920,99,1,0.221,,,,,, -2011,4,4,0,30,0,0,0,0,11,920,113.4,0.9,0.221,,,,,, -2011,4,4,1,30,0,0,0,0,11,920,139.4,1,0.221,,,,,, -2011,4,4,2,30,0,0,0,0,11,920,160.8,1.1,0.221,,,,,, -2011,4,4,3,30,0,0,0,0,10,920,169.1,1.2,0.221,,,,,, -2011,4,4,4,30,0,0,0,0,10,920,175.1,1.2,0.221,,,,,, -2011,4,4,5,30,0,0,0,0,10,920,183.4,1.3,0.221,,,,,, -2011,4,4,6,30,144,26,35,-1,12,920,195,2.4,0.221,,,,,, -2011,4,4,7,30,587,78,244,-2,16,920,205.7,3.8,0.221,,,,,, -2011,4,4,8,30,785,102,482,-4,19,920,213.1,3.9,0.221,,,,,, -2011,4,4,9,30,887,114,697,-4,21,920,218.8,3.6,0.221,,,,,, -2011,4,4,10,30,949,118,867,-6,23,920,222,3.4,0.221,,,,,, -2011,4,4,11,30,986,117,975,-8,25,920,222.4,2.8,0.221,,,,,, -2011,4,4,12,30,1002,114,1012,-10,26,920,213.4,2,0.221,,,,,, -2011,4,4,13,30,1001,108,974,-11,27,920,190.4,1.5,0.221,,,,,, -2011,4,4,14,30,967,109,862,-13,27,920,162.5,1.4,0.221,,,,,, -2011,4,4,15,30,925,98,692,-14,26,920,139.6,1.4,0.221,,,,,, -2011,4,4,16,30,842,83,475,-15,25,920,117.2,1.4,0.221,,,,,, -2011,4,4,17,30,671,61,236,-15,21,920,100,1.1,0.221,,,,,, -2011,4,4,18,30,186,17,25,-13,17,920,99.4,0.9,0.221,,,,,, -2011,4,4,19,30,0,0,0,-14,14,920,111,1,0.221,,,,,, -2011,4,4,20,30,0,0,0,-14,13,920,129.8,0.9,0.221,,,,,, -2011,4,4,21,30,0,0,0,-14,13,920,175.5,0.9,0.221,,,,,, -2011,4,4,22,30,0,0,0,-14,12,920,219.9,1,0.221,,,,,, -2011,4,4,23,30,0,0,0,-15,12,920,243.3,1,0.221,,,,,, -2011,4,5,0,30,0,0,0,-14,12,920,263.1,1,0.221,,,,,, -2011,4,5,1,30,0,0,0,-14,11,920,271.8,0.9,0.221,,,,,, -2011,4,5,2,30,0,0,0,-14,11,920,267.4,0.9,0.221,,,,,, -2011,4,5,3,30,0,0,0,-15,10,920,262.1,1.1,0.221,,,,,, -2011,4,5,4,30,0,0,0,-15,9,920,268.2,1.2,0.221,,,,,, -2011,4,5,5,30,0,0,0,-15,9,920,271.9,1.3,0.221,,,,,, -2011,4,5,6,30,273,24,43,-15,12,920,276.7,1.8,0.221,,,,,, -2011,4,5,7,30,690,60,258,-15,17,920,281.6,2.4,0.221,,,,,, -2011,4,5,8,30,840,78,489,-14,22,920,315.6,2.8,0.221,,,,,, -2011,4,5,9,30,912,92,695,-10,24,920,352.2,3.2,0.221,,,,,, -2011,4,5,10,30,956,99,857,-9,26,920,15.2,3.7,0.221,,,,,, -2011,4,5,11,30,962,114,955,-8,29,920,34,4.4,0.221,,,,,, -2011,4,5,12,30,973,114,989,-8,30,920,45.7,5.2,0.221,,,,,, -2011,4,5,13,30,965,112,949,-7,31,920,53.2,5.9,0.221,,,,,, -2011,4,5,14,30,908,123,832,-7,30,920,58.2,6.3,0.221,,,,,, -2011,4,5,15,30,457,246,540,-7,29,920,62,6.2,0.221,,,,,, -2011,4,5,16,30,670,104,417,-7,28,920,65.4,5.7,0.221,,,,,, -2011,4,5,17,30,538,64,205,-7,25,920,69.7,4.3,0.221,,,,,, -2011,4,5,18,30,0,22,22,-6,21,920,76.8,2.6,0.221,,,,,, -2011,4,5,19,30,0,0,0,-7,19,920,84,1.8,0.221,,,,,, -2011,4,5,20,30,0,0,0,-7,17,920,86.5,1.3,0.221,,,,,, -2011,4,5,21,30,0,0,0,-7,16,920,83.9,1,0.221,,,,,, -2011,4,5,22,30,0,0,0,-7,15,920,71.9,0.9,0.221,,,,,, -2011,4,5,23,30,0,0,0,-7,14,920,43.1,1,0.221,,,,,, -2011,4,6,0,30,0,0,0,-7,14,920,22.9,1.1,0.221,,,,,, -2011,4,6,1,30,0,0,0,-7,14,920,18.8,1.2,0.221,,,,,, -2011,4,6,2,30,0,0,0,-7,13,920,17.6,1.4,0.221,,,,,, -2011,4,6,3,30,0,0,0,-7,13,920,16.3,1.5,0.221,,,,,, -2011,4,6,4,30,0,0,0,-6,12,920,15.9,1.5,0.221,,,,,, -2011,4,6,5,30,0,0,0,-6,12,920,15.4,1.5,0.221,,,,,, -2011,4,6,6,30,0,7,7,-6,15,920,13.7,2.4,0.221,,,,,, -2011,4,6,7,30,418,90,211,-6,20,920,13.1,3.8,0.221,,,,,, -2011,4,6,8,30,440,176,393,-6,23,920,27.7,4.9,0.221,,,,,, -2011,4,6,9,30,500,239,572,-4,26,920,34.1,5.6,0.221,,,,,, -2011,4,6,10,30,75,380,440,-3,27,920,37.3,6.1,0.221,,,,,, -2011,4,6,11,30,53,406,453,-3,28,920,41.9,6.5,0.221,,,,,, -2011,4,6,12,30,15,264,278,-3,27,920,48.1,6.8,0.221,,,,,, -2011,4,6,13,30,13,247,259,-2,25,920,55.2,7,0.221,,,,,, -2011,4,6,14,30,9,197,204,-1,23,920,62.6,6.7,0.221,,,,,, -2011,4,6,15,30,0,147,147,0,22,920,64.2,5.6,0.221,,,,,, -2011,4,6,16,30,0,81,81,1,21,920,51.5,4.8,0.221,,,,,, -2011,4,6,17,30,0,9,9,1,20,920,33.3,4.1,0.224,,,,,, -2011,4,6,18,30,0,13,13,1,17,920,28.1,3.4,0.224,,,,,, -2011,4,6,19,30,0,0,0,0,16,920,38.5,3.3,0.224,,,,,, -2011,4,6,20,30,0,0,0,1,15,920,52.5,3.3,0.224,,,,,, -2011,4,6,21,30,0,0,0,1,14,920,54.2,2.3,0.224,,,,,, -2011,4,6,22,30,0,0,0,1,13,920,37.7,1.7,0.224,,,,,, -2011,4,6,23,30,0,0,0,1,12,920,22.5,1.9,0.224,,,,,, -2011,4,7,0,30,0,0,0,0,12,920,23.1,2.2,0.224,,,,,, -2011,4,7,1,30,0,0,0,0,11,920,24.9,2,0.224,,,,,, -2011,4,7,2,30,0,0,0,0,10,920,26.6,1.7,0.224,,,,,, -2011,4,7,3,30,0,0,0,0,10,920,24.7,1.4,0.224,,,,,, -2011,4,7,4,30,0,0,0,0,9,920,18.1,1.2,0.224,,,,,, -2011,4,7,5,30,0,0,0,0,9,920,11.3,1.4,0.224,,,,,, -2011,4,7,6,30,188,27,42,0,12,920,5.6,2.6,0.224,,,,,, -2011,4,7,7,30,116,118,152,1,15,920,14.7,4.4,0.224,,,,,, -2011,4,7,8,30,822,85,493,1,18,920,29.8,5.5,0.224,,,,,, -2011,4,7,9,30,901,98,701,1,20,920,36.5,6,0.224,,,,,, -2011,4,7,10,30,945,107,863,1,21,920,40.4,6.3,0.224,,,,,, -2011,4,7,11,30,964,114,963,1,23,920,43.4,6.6,0.224,,,,,, -2011,4,7,12,30,967,118,993,1,24,920,45.5,6.8,0.224,,,,,, -2011,4,7,13,30,953,119,951,1,24,910,47.3,6.9,0.224,,,,,, -2011,4,7,14,30,919,118,840,1,24,910,47.8,7,0.224,,,,,, -2011,4,7,15,30,867,109,671,1,23,910,48,6.9,0.224,,,,,, -2011,4,7,16,30,772,95,459,1,21,910,48.5,6.5,0.224,,,,,, -2011,4,7,17,30,384,84,187,1,19,910,48.8,5.6,0.224,,,,,, -2011,4,7,18,30,0,22,22,1,17,910,49.8,4.2,0.224,,,,,, -2011,4,7,19,30,0,0,0,2,15,910,49.5,3,0.224,,,,,, -2011,4,7,20,30,0,0,0,2,13,910,43.4,2.5,0.224,,,,,, -2011,4,7,21,30,0,0,0,2,12,910,36.7,2.4,0.224,,,,,, -2011,4,7,22,30,0,0,0,2,11,910,31,2.4,0.224,,,,,, -2011,4,7,23,30,0,0,0,2,10,910,26,2.3,0.224,,,,,, -2011,4,8,0,30,0,0,0,3,9,910,23.6,2.3,0.224,,,,,, -2011,4,8,1,30,0,0,0,3,9,910,22.8,2.2,0.224,,,,,, -2011,4,8,2,30,0,0,0,3,8,910,19.4,2,0.224,,,,,, -2011,4,8,3,30,0,0,0,4,7,910,14.7,2,0.224,,,,,, -2011,4,8,4,30,0,0,0,5,7,910,10.2,2,0.224,,,,,, -2011,4,8,5,30,0,0,0,5,7,910,4.1,2.5,0.224,,,,,, -2011,4,8,6,30,278,30,53,5,9,910,356.3,3.9,0.224,,,,,, -2011,4,8,7,30,677,68,271,5,12,910,0.2,6.1,0.224,,,,,, -2011,4,8,8,30,830,89,505,4,15,910,11,7.7,0.224,,,,,, -2011,4,8,9,30,901,104,711,3,18,910,17.6,8.2,0.224,,,,,, -2011,4,8,10,30,937,116,869,2,19,910,20.9,8.4,0.224,,,,,, -2011,4,8,11,30,942,132,963,1,20,910,22.8,8.6,0.224,,,,,, -2011,4,8,12,30,669,309,916,1,21,910,24.3,8.7,0.224,,,,,, -2011,4,8,13,30,475,380,796,0,22,910,25.1,8.8,0.224,,,,,, -2011,4,8,14,30,478,315,691,0,22,910,25.5,8.8,0.224,,,,,, -2011,4,8,15,30,871,108,674,0,21,910,26.8,8.7,0.224,,,,,, -2011,4,8,16,30,783,91,463,0,19,910,28.6,8.2,0.224,,,,,, -2011,4,8,17,30,600,68,230,0,16,910,31.3,7.2,0.224,,,,,, -2011,4,8,18,30,146,21,28,0,14,910,36.2,5.8,0.224,,,,,, -2011,4,8,19,30,0,0,0,1,12,910,42.1,4.8,0.224,,,,,, -2011,4,8,20,30,0,0,0,1,10,910,43.1,3.8,0.224,,,,,, -2011,4,8,21,30,0,0,0,2,9,910,39.1,3,0.224,,,,,, -2011,4,8,22,30,0,0,0,2,9,910,36,2.6,0.224,,,,,, -2011,4,8,23,30,0,0,0,3,8,910,35.8,2.3,0.224,,,,,, -2011,4,9,0,30,0,0,0,3,7,910,33.8,2,0.224,,,,,, -2011,4,9,1,30,0,0,0,4,7,910,32.1,2.3,0.224,,,,,, -2011,4,9,2,30,0,0,0,5,7,910,30.8,2.9,0.224,,,,,, -2011,4,9,3,30,0,0,0,5,7,910,32.3,3.4,0.224,,,,,, -2011,4,9,4,30,0,0,0,5,7,910,32.5,3.7,0.224,,,,,, -2011,4,9,5,30,0,0,0,6,7,910,27.3,4,0.224,,,,,, -2011,4,9,6,30,0,3,3,5,7,910,25.5,4.7,0.224,,,,,, -2011,4,9,7,30,37,115,126,5,8,920,26.1,5.8,0.224,,,,,, -2011,4,9,8,30,0,146,146,4,8,920,25.9,6.9,0.224,,,,,, -2011,4,9,9,30,0,124,124,3,9,920,28.4,7.8,0.224,,,,,, -2011,4,9,10,30,0,46,46,3,10,920,32.2,8.4,0.224,,,,,, -2011,4,9,11,30,46,400,442,2,10,920,36.4,8.8,0.224,,,,,, -2011,4,9,12,30,32,380,410,2,10,920,40.8,9,0.224,,,,,, -2011,4,9,13,30,14,258,271,2,11,920,45.7,9,0.224,,,,,, -2011,4,9,14,30,10,207,215,2,11,920,51.8,8.6,0.224,,,,,, -2011,4,9,15,30,8,194,199,2,10,920,56.3,8,0.224,,,,,, -2011,4,9,16,30,0,73,73,1,9,920,58.7,7.2,0.224,,,,,, -2011,4,9,17,30,0,37,37,1,8,920,61.2,5.9,0.224,,,,,, -2011,4,9,18,30,0,8,8,1,6,920,67.3,4.5,0.224,,,,,, -2011,4,9,19,30,0,0,0,1,5,920,77.3,3.5,0.224,,,,,, -2011,4,9,20,30,0,0,0,1,4,920,88.1,2.7,0.224,,,,,, -2011,4,9,21,30,0,0,0,1,3,920,101.5,1.9,0.224,,,,,, -2011,4,9,22,30,0,0,0,1,3,920,113.2,1.2,0.224,,,,,, -2011,4,9,23,30,0,0,0,1,2,920,130.1,1.1,0.224,,,,,, -2011,4,10,0,30,0,0,0,1,2,920,148.6,1.1,0.224,,,,,, -2011,4,10,1,30,0,0,0,1,1,920,166.3,1.1,0.224,,,,,, -2011,4,10,2,30,0,0,0,1,1,920,182.9,1.1,0.224,,,,,, -2011,4,10,3,30,0,0,0,0,1,920,195.3,1.1,0.224,,,,,, -2011,4,10,4,30,0,0,0,0,0,920,204.9,1.1,0.224,,,,,, -2011,4,10,5,30,0,0,0,0,0,920,212.8,1.4,0.224,,,,,, -2011,4,10,6,30,343,30,62,0,2,920,217,2.4,0.224,,,,,, -2011,4,10,7,30,327,108,208,0,5,920,209.9,3,0.224,,,,,, -2011,4,10,8,30,856,87,522,-2,8,920,199.7,2.8,0.224,,,,,, -2011,4,10,9,30,865,109,697,-4,10,920,183.8,2.5,0.224,,,,,, -2011,4,10,10,30,504,320,729,-4,11,920,168.7,2.6,0.224,,,,,, -2011,4,10,11,30,878,183,963,-5,12,920,155,3,0.224,,,,,, -2011,4,10,12,30,837,215,980,-5,13,920,148.5,3.5,0.224,,,,,, -2011,4,10,13,30,811,222,935,-5,14,920,148.3,4.2,0.224,,,,,, -2011,4,10,14,30,897,146,856,-5,14,920,152.6,4.8,0.224,,,,,, -2011,4,10,15,30,835,137,684,-6,13,920,160.3,5,0.224,,,,,, -2011,4,10,16,30,755,111,473,-7,12,920,171.1,4.9,0.224,,,,,, -2011,4,10,17,30,596,76,240,-7,10,930,179.2,4,0.224,,,,,, -2011,4,10,18,30,148,23,32,-4,7,930,183,2.4,0.224,,,,,, -2011,4,10,19,30,0,0,0,-3,6,930,192.3,1.6,0.224,,,,,, -2011,4,10,20,30,0,0,0,-3,6,930,206.1,1.6,0.224,,,,,, -2011,4,10,21,30,0,0,0,-4,5,930,218.5,1.7,0.224,,,,,, -2011,4,10,22,30,0,0,0,-5,5,930,227.5,1.9,0.224,,,,,, -2011,4,10,23,30,0,0,0,-5,4,930,231.8,2.3,0.224,,,,,, -2011,4,11,0,30,0,0,0,-5,3,930,233.5,2.7,0.224,,,,,, -2011,4,11,1,30,0,0,0,-5,2,930,234,3,0.224,,,,,, -2011,4,11,2,30,0,0,0,-5,1,930,232.9,3.3,0.224,,,,,, -2011,4,11,3,30,0,0,0,-5,1,930,232.7,3.4,0.224,,,,,, -2011,4,11,4,30,0,0,0,-5,1,920,234.7,3.6,0.224,,,,,, -2011,4,11,5,30,0,0,0,-5,1,930,240.1,4.2,0.224,,,,,, -2011,4,11,6,30,374,32,68,-5,4,930,246.6,4.9,0.224,,,,,, -2011,4,11,7,30,743,67,299,-6,9,930,251.1,6.1,0.224,,,,,, -2011,4,11,8,30,884,86,539,-8,14,930,265.1,6.9,0.224,,,,,, -2011,4,11,9,30,953,100,751,-11,17,920,272.4,6.6,0.224,,,,,, -2011,4,11,10,30,992,108,915,-12,20,920,277.5,6,0.224,,,,,, -2011,4,11,11,30,1010,114,1014,-13,23,920,284.8,4.9,0.224,,,,,, -2011,4,11,12,30,1016,114,1044,-13,24,920,299.2,3.5,0.224,,,,,, -2011,4,11,13,30,1007,111,1000,-13,25,920,328.1,2.5,0.224,,,,,, -2011,4,11,14,30,966,115,882,-12,26,920,1.2,2.2,0.224,,,,,, -2011,4,11,15,30,923,103,710,-12,26,920,27.2,2,0.224,,,,,, -2011,4,11,16,30,837,89,491,-12,25,920,42.3,1.7,0.224,,,,,, -2011,4,11,17,30,744,43,249,-3,21,920,55.7,1.2,0.224,,,,,, -2011,4,11,18,30,107,23,29,0,18,920,80.4,1,0.224,,,,,, -2011,4,11,19,30,0,0,0,-2,16,920,100.4,1,0.224,,,,,, -2011,4,11,20,30,0,0,0,-2,15,920,124.2,0.7,0.224,,,,,, -2011,4,11,21,30,0,0,0,-2,13,920,177.6,0.7,0.224,,,,,, -2011,4,11,22,30,0,0,0,-2,12,920,245,0.9,0.224,,,,,, -2011,4,11,23,30,0,0,0,-3,11,920,286.2,1.1,0.224,,,,,, -2011,4,12,0,30,0,0,0,-4,9,920,316.5,1.2,0.224,,,,,, -2011,4,12,1,30,0,0,0,-5,8,920,332,1.4,0.224,,,,,, -2011,4,12,2,30,0,0,0,-5,7,920,342.4,1.4,0.224,,,,,, -2011,4,12,3,30,0,0,0,-6,7,920,348.2,1.3,0.224,,,,,, -2011,4,12,4,30,0,0,0,-6,7,920,350.3,1.2,0.224,,,,,, -2011,4,12,5,30,0,0,0,-6,7,920,344.6,1.1,0.224,,,,,, -2011,4,12,6,30,161,36,52,-5,10,920,337.3,1.3,0.224,,,,,, -2011,4,12,7,30,598,71,261,-6,15,920,337,2.4,0.224,,,,,, -2011,4,12,8,30,880,67,522,-8,19,920,15.9,3.8,0.224,,,,,, -2011,4,12,9,30,920,106,738,-8,22,920,19.9,4.7,0.224,,,,,, -2011,4,12,10,30,970,111,903,-8,24,920,22.4,5.1,0.224,,,,,, -2011,4,12,11,30,974,126,998,-8,25,920,31.5,5.6,0.224,,,,,, -2011,4,12,12,30,978,128,1027,-8,26,920,42.4,5.9,0.224,,,,,, -2011,4,12,13,30,969,126,983,-9,26,920,50.9,5.9,0.224,,,,,, -2011,4,12,14,30,926,128,866,-9,25,920,59,5.6,0.224,,,,,, -2011,4,12,15,30,867,120,692,-8,24,920,65.5,5.3,0.224,,,,,, -2011,4,12,16,30,770,103,475,-8,23,920,71.6,4.7,0.224,,,,,, -2011,4,12,17,30,601,73,241,-7,19,920,77.5,3.1,0.224,,,,,, -2011,4,12,18,30,181,23,34,-2,15,920,84.4,1.6,0.224,,,,,, -2011,4,12,19,30,0,0,0,-1,13,920,93.2,1.2,0.224,,,,,, -2011,4,12,20,30,0,0,0,-1,12,920,98.6,1.2,0.224,,,,,, -2011,4,12,21,30,0,0,0,-1,12,920,105.1,1,0.224,,,,,, -2011,4,12,22,30,0,0,0,-2,12,920,103.1,0.7,0.224,,,,,, -2011,4,12,23,30,0,0,0,-2,12,920,64.2,0.6,0.224,,,,,, -2011,4,13,0,30,0,0,0,-3,11,920,5.6,0.9,0.224,,,,,, -2011,4,13,1,30,0,0,0,-3,10,920,359.5,1.1,0.224,,,,,, -2011,4,13,2,30,0,0,0,-3,9,920,359.9,1.2,0.224,,,,,, -2011,4,13,3,30,0,0,0,-3,9,920,0.6,1.2,0.224,,,,,, -2011,4,13,4,30,0,0,0,-3,9,920,2.9,1.2,0.224,,,,,, -2011,4,13,5,30,0,0,0,-3,9,920,6.6,1.1,0.224,,,,,, -2011,4,13,6,30,303,36,68,-2,11,920,7.3,1.5,0.224,,,,,, -2011,4,13,7,30,663,78,290,-2,16,920,12.1,2.5,0.224,,,,,, -2011,4,13,8,30,820,100,526,-4,19,920,32.3,3.5,0.224,,,,,, -2011,4,13,9,30,901,114,735,-5,21,920,41.5,4.4,0.224,,,,,, -2011,4,13,10,30,942,124,896,-6,23,920,49.3,5.3,0.224,,,,,, -2011,4,13,11,30,952,137,992,-7,24,920,54.9,5.9,0.224,,,,,, -2011,4,13,12,30,956,140,1021,-7,25,920,59,6.1,0.224,,,,,, -2011,4,13,13,30,946,138,978,-7,25,920,63.2,6.3,0.224,,,,,, -2011,4,13,14,30,925,129,867,-7,25,920,67.7,6.3,0.224,,,,,, -2011,4,13,15,30,869,120,694,-6,24,920,71.7,6.1,0.224,,,,,, -2011,4,13,16,30,771,104,478,-5,23,920,74.2,5.8,0.224,,,,,, -2011,4,13,17,30,586,77,242,-4,20,920,76.2,4.5,0.224,,,,,, -2011,4,13,18,30,149,26,36,-2,16,920,80.2,2.9,0.224,,,,,, -2011,4,13,19,30,0,0,0,-1,14,920,85.8,2.1,0.224,,,,,, -2011,4,13,20,30,0,0,0,0,12,920,87.8,1.7,0.224,,,,,, -2011,4,13,21,30,0,0,0,0,10,920,86.1,1.4,0.224,,,,,, -2011,4,13,22,30,0,0,0,0,9,920,81.7,1.3,0.224,,,,,, -2011,4,13,23,30,0,0,0,-1,8,920,81.7,1.3,0.224,,,,,, -2011,4,14,0,30,0,0,0,-1,8,920,86.7,1.3,0.224,,,,,, -2011,4,14,1,30,0,0,0,-1,7,920,93.4,1.3,0.224,,,,,, -2011,4,14,2,30,0,0,0,-1,6,920,98.6,1.3,0.224,,,,,, -2011,4,14,3,30,0,0,0,-1,5,920,105.4,1.3,0.224,,,,,, -2011,4,14,4,30,0,0,0,-1,5,920,121.4,1.2,0.224,,,,,, -2011,4,14,5,30,0,0,0,-1,5,920,141.3,1.1,0.224,,,,,, -2011,4,14,6,30,201,44,66,-1,8,920,159,2,0.224,,,,,, -2011,4,14,7,30,580,98,286,-2,11,920,167,3.3,0.224,,,,,, -2011,4,14,8,30,760,125,523,-5,14,920,153.2,4,0.224,,,,,, -2011,4,14,9,30,862,136,734,-8,17,920,146.4,4.2,0.224,,,,,, -2011,4,14,10,30,916,142,896,-10,19,920,142.5,4.6,0.224,,,,,, -2011,4,14,11,30,906,169,985,-11,20,920,139.3,5.2,0.224,,,,,, -2011,4,14,12,30,908,174,1012,-12,21,920,138.6,5.8,0.224,,,,,, -2011,4,14,13,30,903,167,970,-13,21,920,140.6,6.2,0.224,,,,,, -2011,4,14,14,30,868,161,856,-14,21,920,143.7,6.3,0.224,,,,,, -2011,4,14,15,30,825,141,688,-14,21,920,146.7,6.1,0.224,,,,,, -2011,4,14,16,30,736,117,476,-14,20,920,149.8,5.7,0.224,,,,,, -2011,4,14,17,30,560,84,243,-13,17,920,154,4.2,0.224,,,,,, -2011,4,14,18,30,140,27,36,-8,13,920,158.4,2.3,0.224,,,,,, -2011,4,14,19,30,0,0,0,-6,11,920,163.5,1.7,0.224,,,,,, -2011,4,14,20,30,0,0,0,-6,10,920,170.4,1.7,0.224,,,,,, -2011,4,14,21,30,0,0,0,-7,9,920,178.1,1.7,0.224,,,,,, -2011,4,14,22,30,0,0,0,-7,9,920,181.8,1.7,0.224,,,,,, -2011,4,14,23,30,0,0,0,-7,9,920,186.2,1.8,0.224,,,,,, -2011,4,15,0,30,0,0,0,-7,9,920,192.3,1.9,0.224,,,,,, -2011,4,15,1,30,0,0,0,-8,9,920,197.8,2,0.224,,,,,, -2011,4,15,2,30,0,0,0,-8,9,920,201.6,2.1,0.224,,,,,, -2011,4,15,3,30,0,0,0,-8,8,920,205.4,2.2,0.224,,,,,, -2011,4,15,4,30,0,0,0,-8,7,920,210.2,2.2,0.224,,,,,, -2011,4,15,5,30,0,0,0,-8,7,920,215.7,2.6,0.224,,,,,, -2011,4,15,6,30,312,40,75,-6,10,920,221.6,3.8,0.224,,,,,, -2011,4,15,7,30,670,78,298,-8,15,920,227,5.4,0.224,,,,,, -2011,4,15,8,30,822,100,533,-11,18,920,236.9,6.1,0.224,,,,,, -2011,4,15,9,30,903,113,742,-12,21,920,242.5,5.9,0.224,,,,,, -2011,4,15,10,30,948,121,902,-13,23,920,244.5,5.4,0.224,,,,,, -2011,4,15,11,30,939,145,993,-14,25,920,245.2,4.6,0.224,,,,,, -2011,4,15,12,30,954,142,1024,-14,26,920,244.8,3.9,0.224,,,,,, -2011,4,15,13,30,953,134,984,-14,27,920,243.3,3.2,0.224,,,,,, -2011,4,15,14,30,929,127,873,-14,28,920,238.6,2.5,0.224,,,,,, -2011,4,15,15,30,883,115,702,-14,27,920,228.9,2,0.224,,,,,, -2011,4,15,16,30,797,98,487,-13,26,920,216.2,1.7,0.224,,,,,, -2011,4,15,17,30,627,72,251,-11,23,920,206.2,1.2,0.224,,,,,, -2011,4,15,18,30,203,26,40,-4,18,920,198.1,1.1,0.224,,,,,, -2011,4,15,19,30,0,0,0,-5,16,920,200.9,1.3,0.224,,,,,, -2011,4,15,20,30,0,0,0,-5,14,920,213.6,1.4,0.224,,,,,, -2011,4,15,21,30,0,0,0,-5,13,920,224,1.4,0.224,,,,,, -2011,4,15,22,30,0,0,0,-5,13,920,229,1.5,0.224,,,,,, -2011,4,15,23,30,0,0,0,-5,12,920,233,1.6,0.224,,,,,, -2011,4,16,0,30,0,0,0,-6,12,920,237.4,1.7,0.224,,,,,, -2011,4,16,1,30,0,0,0,-6,11,920,242.1,1.8,0.224,,,,,, -2011,4,16,2,30,0,0,0,-6,11,920,247.1,1.8,0.224,,,,,, -2011,4,16,3,30,0,0,0,-7,10,920,251,1.8,0.224,,,,,, -2011,4,16,4,30,0,0,0,-7,10,920,253.2,1.8,0.224,,,,,, -2011,4,16,5,30,0,0,0,-8,10,920,254.6,1.8,0.224,,,,,, -2011,4,16,6,30,376,37,81,-7,14,920,255.8,2.5,0.224,,,,,, -2011,4,16,7,30,712,71,308,-10,19,920,258.5,2.9,0.224,,,,,, -2011,4,16,8,30,851,91,543,-12,23,920,271.5,1.8,0.224,,,,,, -2011,4,16,9,30,925,103,750,-13,27,920,347.4,1.1,0.224,,,,,, -2011,4,16,10,30,967,110,910,-12,29,920,48.2,1.5,0.224,,,,,, -2011,4,16,11,30,983,116,1006,-11,30,920,58.4,2.2,0.224,,,,,, -2011,4,16,12,30,989,116,1034,-9,31,920,61.3,2.9,0.224,,,,,, -2011,4,16,13,30,981,113,989,-9,32,920,64.5,3.6,0.224,,,,,, -2011,4,16,14,30,926,124,869,-9,31,920,68,4.2,0.224,,,,,, -2011,4,16,15,30,879,113,700,-9,30,920,70.8,4.5,0.224,,,,,, -2011,4,16,16,30,795,96,486,-8,29,920,72.8,4.4,0.224,,,,,, -2011,4,16,17,30,627,71,252,-8,25,920,74.1,3.2,0.224,,,,,, -2011,4,16,18,30,217,26,41,-3,21,920,75.3,1.8,0.224,,,,,, -2011,4,16,19,30,0,0,0,-2,19,920,81.3,1.5,0.224,,,,,, -2011,4,16,20,30,0,0,0,-3,19,920,87,1.2,0.224,,,,,, -2011,4,16,21,30,0,0,0,-3,19,920,86.6,1.1,0.224,,,,,, -2011,4,16,22,30,0,0,0,-4,19,920,74.8,1.1,0.224,,,,,, -2011,4,16,23,30,0,0,0,-5,18,920,53,1.1,0.224,,,,,, -2011,4,17,0,30,0,0,0,-5,17,920,33.9,1.1,0.224,,,,,, -2011,4,17,1,30,0,0,0,-5,16,920,24.1,1.2,0.224,,,,,, -2011,4,17,2,30,0,0,0,-5,14,920,18.6,1.2,0.224,,,,,, -2011,4,17,3,30,0,0,0,-5,13,920,13.8,1.2,0.224,,,,,, -2011,4,17,4,30,0,0,0,-5,12,920,7.8,1.3,0.224,,,,,, -2011,4,17,5,30,0,0,0,-5,12,920,1.4,1.2,0.224,,,,,, -2011,4,17,6,30,325,40,79,-4,15,920,355.9,1.8,0.224,,,,,, -2011,4,17,7,30,648,83,300,-4,20,920,358,2.9,0.224,,,,,, -2011,4,17,8,30,792,108,531,-4,24,920,21.6,3.6,0.224,,,,,, -2011,4,17,9,30,868,125,735,-4,27,920,30.8,4.1,0.224,,,,,, -2011,4,17,10,30,908,137,891,-4,29,920,35.5,4.7,0.224,,,,,, -2011,4,17,11,30,903,159,979,-4,30,920,40.9,5.3,0.224,,,,,, -2011,4,17,12,30,908,162,1007,-5,31,920,47.1,5.8,0.224,,,,,, -2011,4,17,13,30,902,158,966,-5,31,920,51.6,6,0.224,,,,,, -2011,4,17,14,30,916,129,867,-5,31,920,53.8,6,0.224,,,,,, -2011,4,17,15,30,868,117,699,-6,30,920,54.6,5.8,0.224,,,,,, -2011,4,17,16,30,783,101,487,-6,29,920,54.5,5.4,0.224,,,,,, -2011,4,17,17,30,614,75,253,-6,26,920,53.7,4.1,0.224,,,,,, -2011,4,17,18,30,204,29,44,-4,21,920,52.8,2.5,0.224,,,,,, -2011,4,17,19,30,0,0,0,-2,18,920,50.9,1.9,0.224,,,,,, -2011,4,17,20,30,0,0,0,-1,17,920,47.1,1.7,0.224,,,,,, -2011,4,17,21,30,0,0,0,0,15,920,41.5,1.5,0.224,,,,,, -2011,4,17,22,30,0,0,0,0,15,920,36.4,1.4,0.224,,,,,, -2011,4,17,23,30,0,0,0,0,14,920,31.9,1.3,0.224,,,,,, -2011,4,18,0,30,0,0,0,0,13,920,26.1,1.2,0.224,,,,,, -2011,4,18,1,30,0,0,0,0,13,920,19.2,1.2,0.224,,,,,, -2011,4,18,2,30,0,0,0,0,12,920,12.7,1.2,0.224,,,,,, -2011,4,18,3,30,0,0,0,0,11,920,6.9,1.3,0.224,,,,,, -2011,4,18,4,30,0,0,0,0,11,920,1.7,1.3,0.224,,,,,, -2011,4,18,5,30,0,0,0,0,12,920,356.8,1.5,0.224,,,,,, -2011,4,18,6,30,254,44,76,0,15,920,353.6,3,0.224,,,,,, -2011,4,18,7,30,686,80,312,0,19,920,359.3,5.1,0.224,,,,,, -2011,4,18,8,30,829,101,547,-1,23,920,14,6.3,0.224,,,,,, -2011,4,18,9,30,903,115,752,-4,26,920,21.2,6.7,0.224,,,,,, -2011,4,18,10,30,946,123,911,-6,27,920,26.5,7,0.224,,,,,, -2011,4,18,11,30,973,123,1009,-7,29,920,31.5,7.2,0.224,,,,,, -2011,4,18,12,30,982,122,1037,-8,30,920,36.4,7.2,0.224,,,,,, -2011,4,18,13,30,976,117,993,-8,30,910,41.4,7.1,0.224,,,,,, -2011,4,18,14,30,940,116,877,-7,30,910,46.4,7,0.224,,,,,, -2011,4,18,15,30,888,108,704,-5,29,910,50.9,6.7,0.224,,,,,, -2011,4,18,16,30,798,93,489,-3,28,910,54.7,6.3,0.224,,,,,, -2011,4,18,17,30,628,70,254,-1,25,910,56.9,5.1,0.224,,,,,, -2011,4,18,18,30,225,28,45,0,21,920,56.7,3.4,0.224,,,,,, -2011,4,18,19,30,0,0,0,1,19,920,54.9,2.4,0.224,,,,,, -2011,4,18,20,30,0,0,0,2,17,920,54.1,2,0.224,,,,,, -2011,4,18,21,30,0,0,0,3,16,920,50.9,1.7,0.224,,,,,, -2011,4,18,22,30,0,0,0,4,14,920,43.4,1.4,0.224,,,,,, -2011,4,18,23,30,0,0,0,5,13,920,39.1,1.3,0.224,,,,,, -2011,4,19,0,30,0,0,0,6,13,920,39.8,1.3,0.224,,,,,, -2011,4,19,1,30,0,0,0,6,12,920,33.9,1.2,0.224,,,,,, -2011,4,19,2,30,0,0,0,7,11,920,25.3,1.1,0.224,,,,,, -2011,4,19,3,30,0,0,0,7,11,920,22.1,1.1,0.224,,,,,, -2011,4,19,4,30,0,0,0,7,11,920,12.1,1.1,0.224,,,,,, -2011,4,19,5,30,0,0,0,7,12,920,2.8,1.2,0.224,,,,,, -2011,4,19,6,30,358,41,87,7,15,920,357.6,2.2,0.224,,,,,, -2011,4,19,7,30,675,77,309,7,19,920,4.7,3.8,0.224,,,,,, -2011,4,19,8,30,817,98,540,5,22,920,24.3,4.4,0.224,,,,,, -2011,4,19,9,30,890,112,743,4,25,920,35.3,4.6,0.224,,,,,, -2011,4,19,10,30,930,122,899,3,26,920,42.5,4.7,0.224,,,,,, -2011,4,19,11,30,892,164,979,2,27,920,46.9,4.8,0.224,,,,,, -2011,4,19,12,30,898,165,1004,2,28,920,48.6,4.9,0.224,,,,,, -2011,4,19,13,30,673,296,902,1,29,920,50.7,5,0.224,,,,,, -2011,4,19,14,30,509,320,733,0,29,920,54.5,4.9,0.224,,,,,, -2011,4,19,15,30,596,210,611,0,28,920,57.5,4.7,0.224,,,,,, -2011,4,19,16,30,545,147,418,0,27,920,60,4.3,0.224,,,,,, -2011,4,19,17,30,95,116,144,0,24,920,63.4,3,0.224,,,,,, -2011,4,19,18,30,82,32,39,0,22,920,67.9,1.6,0.224,,,,,, -2011,4,19,19,30,0,0,0,1,19,920,73.5,1.1,0.224,,,,,, -2011,4,19,20,30,0,0,0,0,17,920,71.1,1,0.224,,,,,, -2011,4,19,21,30,0,0,0,0,16,920,59.5,1.1,0.224,,,,,, -2011,4,19,22,30,0,0,0,0,16,920,45.5,1,0.224,,,,,, -2011,4,19,23,30,0,0,0,0,15,920,30.8,1,0.224,,,,,, -2011,4,20,0,30,0,0,0,0,14,920,19.5,1,0.224,,,,,, -2011,4,20,1,30,0,0,0,0,14,920,10.6,1,0.224,,,,,, -2011,4,20,2,30,0,0,0,0,14,920,0.9,0.9,0.224,,,,,, -2011,4,20,3,30,0,0,0,0,13,920,350.7,0.9,0.224,,,,,, -2011,4,20,4,30,0,0,0,0,13,920,340.5,0.9,0.224,,,,,, -2011,4,20,5,30,0,0,0,0,13,920,332.5,0.9,0.224,,,,,, -2011,4,20,6,30,316,46,88,0,16,920,325.6,1.4,0.224,,,,,, -2011,4,20,7,30,639,88,309,0,19,920,335.7,2.4,0.224,,,,,, -2011,4,20,8,30,790,110,540,0,22,920,354.9,3,0.224,,,,,, -2011,4,20,9,30,870,123,743,0,25,920,13.3,3.5,0.224,,,,,, -2011,4,20,10,30,915,131,898,0,27,920,28.2,4,0.224,,,,,, -2011,4,20,11,30,935,137,992,-1,28,920,37.5,4.4,0.224,,,,,, -2011,4,20,12,30,939,138,1018,-2,29,920,42.3,4.7,0.224,,,,,, -2011,4,20,13,30,930,134,973,-2,30,920,45.2,4.9,0.224,,,,,, -2011,4,20,14,30,924,116,866,-2,30,920,49.6,4.9,0.224,,,,,, -2011,4,20,15,30,880,104,698,-2,29,920,54.3,4.8,0.224,,,,,, -2011,4,20,16,30,570,140,425,-1,28,920,57.3,4.4,0.224,,,,,, -2011,4,20,17,30,182,115,169,-1,25,920,59,3.2,0.224,,,,,, -2011,4,20,18,30,58,28,33,0,22,920,60.4,1.8,0.224,,,,,, -2011,4,20,19,30,0,0,0,0,19,920,62.9,1.2,0.224,,,,,, -2011,4,20,20,30,0,0,0,0,18,920,62.8,1.2,0.224,,,,,, -2011,4,20,21,30,0,0,0,0,17,920,62.1,1.1,0.224,,,,,, -2011,4,20,22,30,0,0,0,0,16,920,62.7,1,0.224,,,,,, -2011,4,20,23,30,0,0,0,1,16,920,65.4,0.8,0.224,,,,,, -2011,4,21,0,30,0,0,0,1,15,920,86.7,0.7,0.224,,,,,, -2011,4,21,1,30,0,0,0,1,15,920,124,0.7,0.224,,,,,, -2011,4,21,2,30,0,0,0,1,14,920,146.6,0.8,0.224,,,,,, -2011,4,21,3,30,0,0,0,1,14,920,156.5,0.9,0.224,,,,,, -2011,4,21,4,30,0,0,0,1,14,920,165.1,1,0.224,,,,,, -2011,4,21,5,30,0,0,0,1,14,920,173.2,0.8,0.224,,,,,, -2011,4,21,6,30,421,39,97,1,16,920,184.7,0.7,0.224,,,,,, -2011,4,21,7,30,717,70,321,1,19,920,176.1,0.9,0.224,,,,,, -2011,4,21,8,30,849,86,551,1,22,920,71.6,1.8,0.224,,,,,, -2011,4,21,9,30,920,97,754,1,25,920,71.5,2.9,0.224,,,,,, -2011,4,21,10,30,959,104,910,1,26,920,75.2,3.9,0.224,,,,,, -2011,4,21,11,30,957,121,999,0,27,920,76.1,4.7,0.224,,,,,, -2011,4,21,12,30,958,125,1024,0,28,920,76.5,5.3,0.224,,,,,, -2011,4,21,13,30,941,128,978,0,29,920,76.8,5.7,0.224,,,,,, -2011,4,21,14,30,914,123,867,-1,29,920,76,5.9,0.224,,,,,, -2011,4,21,15,30,870,111,700,-1,28,920,74.5,5.8,0.224,,,,,, -2011,4,21,16,30,789,95,490,-2,27,920,73.8,5.6,0.224,,,,,, -2011,4,21,17,30,625,72,259,-2,25,920,74.9,4.8,0.224,,,,,, -2011,4,21,18,30,234,29,49,-1,22,920,78.4,3.1,0.224,,,,,, -2011,4,21,19,30,0,0,0,0,19,920,84.3,2,0.224,,,,,, -2011,4,21,20,30,0,0,0,0,17,920,89.8,1.7,0.224,,,,,, -2011,4,21,21,30,0,0,0,0,16,920,94.8,1.3,0.224,,,,,, -2011,4,21,22,30,0,0,0,0,14,920,98.9,1.1,0.224,,,,,, -2011,4,21,23,30,0,0,0,0,13,920,102.2,1,0.224,,,,,, -2011,4,22,0,30,0,0,0,0,13,920,105.1,0.9,0.224,,,,,, -2011,4,22,1,30,0,0,0,0,13,920,105.5,0.8,0.224,,,,,, -2011,4,22,2,30,0,0,0,0,13,920,98.7,0.7,0.224,,,,,, -2011,4,22,3,30,0,0,0,0,13,920,80.1,0.7,0.224,,,,,, -2011,4,22,4,30,0,0,0,0,13,920,65.9,0.7,0.224,,,,,, -2011,4,22,5,30,0,0,0,0,13,920,52.2,0.7,0.224,,,,,, -2011,4,22,6,30,395,42,98,1,16,920,33.8,1.2,0.224,,,,,, -2011,4,22,7,30,698,74,321,0,20,920,42.4,2.5,0.224,,,,,, -2011,4,22,8,30,834,90,550,0,23,920,55.7,3.8,0.224,,,,,, -2011,4,22,9,30,905,101,751,-1,25,920,58.5,4.6,0.224,,,,,, -2011,4,22,10,30,945,108,905,-2,26,920,60.1,5.1,0.224,,,,,, -2011,4,22,11,30,949,123,996,-2,28,920,61.9,5.5,0.224,,,,,, -2011,4,22,12,30,955,125,1023,-3,29,920,63.3,5.7,0.224,,,,,, -2011,4,22,13,30,950,120,981,-3,29,920,64.1,5.8,0.224,,,,,, -2011,4,22,14,30,917,120,869,-3,29,920,66.5,5.9,0.224,,,,,, -2011,4,22,15,30,872,110,701,-4,28,920,69.9,5.9,0.224,,,,,, -2011,4,22,16,30,792,94,492,-4,27,910,72.2,5.6,0.224,,,,,, -2011,4,22,17,30,642,69,262,-4,25,910,75.5,4.5,0.228,,,,,, -2011,4,22,18,30,37,29,32,-4,21,920,78.5,2.7,0.228,,,,,, -2011,4,22,19,30,0,0,0,-4,18,920,82.1,1.6,0.228,,,,,, -2011,4,22,20,30,0,0,0,-4,17,920,83.4,1.4,0.228,,,,,, -2011,4,22,21,30,0,0,0,-4,15,920,84.7,1.2,0.228,,,,,, -2011,4,22,22,30,0,0,0,-4,15,920,84.1,1.1,0.228,,,,,, -2011,4,22,23,30,0,0,0,-4,14,920,74.7,1,0.228,,,,,, -2011,4,23,0,30,0,0,0,-4,13,920,57.9,0.9,0.228,,,,,, -2011,4,23,1,30,0,0,0,-4,13,920,50.1,0.9,0.228,,,,,, -2011,4,23,2,30,0,0,0,-4,13,920,39.9,1,0.228,,,,,, -2011,4,23,3,30,0,0,0,-4,13,920,24.5,1.1,0.228,,,,,, -2011,4,23,4,30,0,0,0,-4,13,920,16.1,1.2,0.228,,,,,, -2011,4,23,5,30,0,0,0,-4,13,920,6.5,1.1,0.228,,,,,, -2011,4,23,6,30,389,44,100,-4,16,920,0.2,2,0.228,,,,,, -2011,4,23,7,30,675,79,320,-5,19,920,8.1,3.7,0.228,,,,,, -2011,4,23,8,30,434,205,446,-4,22,920,28.5,4.8,0.228,,,,,, -2011,4,23,9,30,750,168,708,-3,23,920,39.2,5.5,0.228,,,,,, -2011,4,23,10,30,245,424,631,-3,24,920,46.3,6.1,0.228,,,,,, -2011,4,23,11,30,920,139,987,-2,25,920,51.8,6.4,0.228,,,,,, -2011,4,23,12,30,889,165,1003,-2,26,920,55.5,6.6,0.228,,,,,, -2011,4,23,13,30,484,400,839,-2,27,920,56.4,6.7,0.228,,,,,, -2011,4,23,14,30,78,392,456,-2,27,920,56.3,6.8,0.228,,,,,, -2011,4,23,15,30,5,171,175,-2,26,910,56.3,6.8,0.228,,,,,, -2011,4,23,16,30,105,222,275,-2,25,910,58.3,6.6,0.228,,,,,, -2011,4,23,17,30,368,100,211,-2,23,910,61.8,5.6,0.228,,,,,, -2011,4,23,18,30,126,31,42,-2,20,920,67.3,3.7,0.228,,,,,, -2011,4,23,19,30,0,0,0,-1,17,920,74.1,2.1,0.228,,,,,, -2011,4,23,20,30,0,0,0,-1,16,920,74.7,1.5,0.228,,,,,, -2011,4,23,21,30,0,0,0,-1,14,920,70.7,1.2,0.228,,,,,, -2011,4,23,22,30,0,0,0,-1,13,920,64.7,1.1,0.228,,,,,, -2011,4,23,23,30,0,0,0,-2,12,920,54.4,1.1,0.228,,,,,, -2011,4,24,0,30,0,0,0,-2,11,920,43.1,1.1,0.228,,,,,, -2011,4,24,1,30,0,0,0,-2,11,920,34.3,1.1,0.228,,,,,, -2011,4,24,2,30,0,0,0,-2,10,920,28.7,1.1,0.228,,,,,, -2011,4,24,3,30,0,0,0,-2,10,920,24.7,1.1,0.228,,,,,, -2011,4,24,4,30,0,0,0,-2,9,920,20.7,1.1,0.228,,,,,, -2011,4,24,5,30,0,0,0,-2,10,920,16.3,1.2,0.228,,,,,, -2011,4,24,6,30,351,48,100,-2,14,920,17.3,2,0.228,,,,,, -2011,4,24,7,30,644,87,319,-1,17,920,36.9,3.6,0.228,,,,,, -2011,4,24,8,30,782,110,545,0,20,920,48.1,4.6,0.228,,,,,, -2011,4,24,9,30,857,125,745,1,22,920,49.8,5.3,0.228,,,,,, -2011,4,24,10,30,900,136,899,1,24,920,51.3,5.8,0.228,,,,,, -2011,4,24,11,30,898,158,987,1,25,920,53.8,6.3,0.228,,,,,, -2011,4,24,12,30,890,169,1009,0,26,920,56.8,6.6,0.228,,,,,, -2011,4,24,13,30,877,168,965,0,27,920,60.3,6.8,0.228,,,,,, -2011,4,24,14,30,864,152,860,0,26,920,64.2,7.1,0.228,,,,,, -2011,4,24,15,30,775,157,686,0,25,920,69.1,7.2,0.228,,,,,, -2011,4,24,16,30,313,207,366,0,24,920,74,6.9,0.228,,,,,, -2011,4,24,17,30,37,115,126,0,22,920,76.4,6.1,0.228,,,,,, -2011,4,24,18,30,5,30,30,0,20,920,78.3,4.4,0.228,,,,,, -2011,4,24,19,30,0,0,0,0,17,920,79,2.8,0.228,,,,,, -2011,4,24,20,30,0,0,0,0,15,920,77,2.1,0.228,,,,,, -2011,4,24,21,30,0,0,0,0,14,920,77.7,1.8,0.228,,,,,, -2011,4,24,22,30,0,0,0,1,13,920,78.5,1.5,0.228,,,,,, -2011,4,24,23,30,0,0,0,1,12,920,79.5,1.2,0.228,,,,,, -2011,4,25,0,30,0,0,0,2,12,920,78,1.2,0.228,,,,,, -2011,4,25,1,30,0,0,0,2,11,920,67.9,1.2,0.228,,,,,, -2011,4,25,2,30,0,0,0,2,10,920,65.6,1.2,0.228,,,,,, -2011,4,25,3,30,0,0,0,3,9,920,65.7,1.1,0.228,,,,,, -2011,4,25,4,30,0,0,0,3,9,920,61.7,1.1,0.228,,,,,, -2011,4,25,5,30,0,0,0,4,10,920,48.5,1,0.228,,,,,, -2011,4,25,6,30,251,49,87,4,12,920,42.6,1.5,0.228,,,,,, -2011,4,25,7,30,456,111,277,4,15,920,62.7,2.6,0.228,,,,,, -2011,4,25,8,30,583,159,485,2,18,920,77.5,3.5,0.228,,,,,, -2011,4,25,9,30,820,146,741,1,21,920,83.2,3.9,0.228,,,,,, -2011,4,25,10,30,869,154,893,0,22,920,88.9,4.2,0.228,,,,,, -2011,4,25,11,30,873,172,980,0,24,920,95.5,4.5,0.228,,,,,, -2011,4,25,12,30,863,184,1001,0,25,920,97.7,4.7,0.228,,,,,, -2011,4,25,13,30,854,180,957,0,26,920,94.6,4.8,0.228,,,,,, -2011,4,25,14,30,776,200,837,-1,26,920,94.6,5.1,0.228,,,,,, -2011,4,25,15,30,725,179,674,-2,25,920,95.5,5.2,0.228,,,,,, -2011,4,25,16,30,625,151,469,-3,24,920,94.5,5,0.228,,,,,, -2011,4,25,17,30,443,109,245,-3,22,920,94,4,0.228,,,,,, -2011,4,25,18,30,99,38,47,-3,19,920,94.3,2.4,0.228,,,,,, -2011,4,25,19,30,0,0,0,-3,16,920,94.8,1.6,0.228,,,,,, -2011,4,25,20,30,0,0,0,-3,15,920,97.1,1.5,0.228,,,,,, -2011,4,25,21,30,0,0,0,-3,14,920,101.7,1.4,0.228,,,,,, -2011,4,25,22,30,0,0,0,-3,13,920,108.6,1.3,0.228,,,,,, -2011,4,25,23,30,0,0,0,-3,12,920,115.4,1.2,0.228,,,,,, -2011,4,26,0,30,0,0,0,-2,12,920,119.7,1.2,0.228,,,,,, -2011,4,26,1,30,0,0,0,-1,11,920,119.5,1.2,0.228,,,,,, -2011,4,26,2,30,0,0,0,0,11,910,114.2,1.2,0.228,,,,,, -2011,4,26,3,30,0,0,0,0,10,910,108.4,1.3,0.228,,,,,, -2011,4,26,4,30,0,0,0,2,10,910,100.5,1.3,0.228,,,,,, -2011,4,26,5,30,0,0,0,3,11,910,89.4,1.5,0.228,,,,,, -2011,4,26,6,30,393,50,110,3,13,920,85.4,2.7,0.228,,,,,, -2011,4,26,7,30,685,85,337,4,16,920,99.6,4.5,0.228,,,,,, -2011,4,26,8,30,818,107,567,3,19,920,103.3,5.2,0.228,,,,,, -2011,4,26,9,30,888,122,769,0,21,920,100.8,5.5,0.228,,,,,, -2011,4,26,10,30,928,131,923,0,23,920,100.1,5.6,0.228,,,,,, -2011,4,26,11,30,910,160,1005,-2,24,920,99.8,5.8,0.228,,,,,, -2011,4,26,12,30,910,166,1028,-3,25,920,100.8,6,0.228,,,,,, -2011,4,26,13,30,904,162,986,-5,26,920,102.9,6.1,0.228,,,,,, -2011,4,26,14,30,929,126,890,-7,26,920,104.6,6.2,0.228,,,,,, -2011,4,26,15,30,881,117,721,-8,26,910,105.7,6,0.228,,,,,, -2011,4,26,16,30,778,107,505,-10,25,920,108.2,5.7,0.228,,,,,, -2011,4,26,17,30,590,86,268,-11,23,920,111.2,4.4,0.228,,,,,, -2011,4,26,18,30,189,37,55,-11,19,920,114.5,2.5,0.228,,,,,, -2011,4,26,19,30,0,0,0,-10,16,920,119.4,1.7,0.228,,,,,, -2011,4,26,20,30,0,0,0,-10,15,920,127.2,1.7,0.228,,,,,, -2011,4,26,21,30,0,0,0,-10,14,920,136.9,1.9,0.228,,,,,, -2011,4,26,22,30,0,0,0,-10,12,920,147.8,2.1,0.228,,,,,, -2011,4,26,23,30,0,0,0,-10,11,920,158.8,2.2,0.228,,,,,, -2011,4,27,0,30,0,0,0,-9,10,920,169,2.3,0.228,,,,,, -2011,4,27,1,30,0,0,0,-9,10,920,177.6,2.2,0.228,,,,,, -2011,4,27,2,30,0,0,0,-9,9,920,183,2.1,0.228,,,,,, -2011,4,27,3,30,0,0,0,-9,9,920,187.2,2.1,0.228,,,,,, -2011,4,27,4,30,0,0,0,-9,8,920,193,2,0.228,,,,,, -2011,4,27,5,30,0,0,0,-9,9,920,200.9,2.4,0.228,,,,,, -2011,4,27,6,30,536,40,124,-9,13,920,210.6,3.7,0.228,,,,,, -2011,4,27,7,30,790,64,356,-11,16,920,213,4.5,0.228,,,,,, -2011,4,27,8,30,901,78,587,-14,19,920,205.7,4.1,0.228,,,,,, -2011,4,27,9,30,958,89,788,-15,22,920,196.5,3.4,0.228,,,,,, -2011,4,27,10,30,989,96,941,-14,24,920,182.3,2.9,0.228,,,,,, -2011,4,27,11,30,997,105,1032,-13,25,920,161.2,2.7,0.228,,,,,, -2011,4,27,12,30,999,107,1056,-12,26,920,140,3,0.228,,,,,, -2011,4,27,13,30,992,105,1011,-11,27,920,124.2,3.4,0.228,,,,,, -2011,4,27,14,30,949,112,894,-11,27,920,115.6,3.7,0.228,,,,,, -2011,4,27,15,30,906,102,725,-10,26,920,110.1,4,0.228,,,,,, -2011,4,27,16,30,834,86,514,-10,25,920,108.5,4.1,0.228,,,,,, -2011,4,27,17,30,692,65,281,-10,23,920,111.8,3.1,0.228,,,,,, -2011,4,27,18,30,353,30,64,-9,19,920,120.2,1.8,0.228,,,,,, -2011,4,27,19,30,0,0,0,-8,16,920,138.3,1.4,0.228,,,,,, -2011,4,27,20,30,0,0,0,-8,16,920,161.4,1.4,0.228,,,,,, -2011,4,27,21,30,0,0,0,-8,16,920,182.9,1.3,0.228,,,,,, -2011,4,27,22,30,0,0,0,-8,15,920,203,1.3,0.228,,,,,, -2011,4,27,23,30,0,0,0,-9,14,920,221.1,1.4,0.228,,,,,, -2011,4,28,0,30,0,0,0,-9,13,920,233.6,1.4,0.228,,,,,, -2011,4,28,1,30,0,0,0,-9,12,920,242.5,1.5,0.228,,,,,, -2011,4,28,2,30,0,0,0,-9,11,920,247.5,1.6,0.228,,,,,, -2011,4,28,3,30,0,0,0,-9,10,920,250.7,1.7,0.228,,,,,, -2011,4,28,4,30,0,0,0,-9,10,920,254,1.8,0.228,,,,,, -2011,4,28,5,30,0,0,0,-9,11,920,257.4,2.1,0.228,,,,,, -2011,4,28,6,30,513,42,124,-9,14,920,261.7,3,0.228,,,,,, -2011,4,28,7,30,764,69,353,-9,19,920,268.6,3,0.228,,,,,, -2011,4,28,8,30,876,86,583,-10,23,920,310,2.2,0.228,,,,,, -2011,4,28,9,30,934,98,783,-9,26,920,0.2,2.1,0.228,,,,,, -2011,4,28,10,30,963,110,935,-8,28,920,34.5,2.5,0.228,,,,,, -2011,4,28,11,30,960,127,1021,-8,30,920,55.6,3.2,0.228,,,,,, -2011,4,28,12,30,961,130,1045,-8,31,920,66.3,3.8,0.228,,,,,, -2011,4,28,13,30,946,132,998,-8,31,920,72.7,4.4,0.228,,,,,, -2011,4,28,14,30,887,144,877,-8,31,920,78.2,4.9,0.228,,,,,, -2011,4,28,15,30,833,134,708,-8,30,920,83.4,5.1,0.228,,,,,, -2011,4,28,16,30,715,126,493,-8,29,920,87.5,5,0.228,,,,,, -2011,4,28,17,30,542,94,264,-8,26,920,90.7,3.6,0.228,,,,,, -2011,4,28,18,30,230,36,59,-7,22,920,93.4,2.1,0.228,,,,,, -2011,4,28,19,30,0,0,0,-7,19,920,98.1,1.6,0.228,,,,,, -2011,4,28,20,30,0,0,0,-7,18,920,101.9,1.4,0.228,,,,,, -2011,4,28,21,30,0,0,0,-7,17,920,105,1.3,0.228,,,,,, -2011,4,28,22,30,0,0,0,-7,15,920,108.6,1.3,0.228,,,,,, -2011,4,28,23,30,0,0,0,-7,15,920,113.2,1.3,0.228,,,,,, -2011,4,29,0,30,0,0,0,-7,14,920,117,1.3,0.228,,,,,, -2011,4,29,1,30,0,0,0,-7,13,920,118.8,1.2,0.228,,,,,, -2011,4,29,2,30,0,0,0,-7,13,920,118.7,1.2,0.228,,,,,, -2011,4,29,3,30,0,0,0,-7,13,920,114.1,1.2,0.228,,,,,, -2011,4,29,4,30,0,0,0,-7,12,920,105.7,1.2,0.228,,,,,, -2011,4,29,5,30,0,0,0,-7,13,920,93.4,1.1,0.228,,,,,, -2011,4,29,6,30,504,43,126,-6,17,920,76.4,1.8,0.228,,,,,, -2011,4,29,7,30,771,68,358,-3,21,920,66.8,3.5,0.228,,,,,, -2011,4,29,8,30,893,81,590,-2,24,920,69.1,5.1,0.228,,,,,, -2011,4,29,9,30,953,90,791,-2,26,920,61.4,6,0.228,,,,,, -2011,4,29,10,30,985,98,944,-4,28,920,57.3,6.6,0.228,,,,,, -2011,4,29,11,30,1002,102,1037,-5,29,920,56,7.1,0.228,,,,,, -2011,4,29,12,30,1000,106,1060,-5,30,920,57.2,7.4,0.228,,,,,, -2011,4,29,13,30,982,111,1011,-6,30,920,59.9,7.6,0.228,,,,,, -2011,4,29,14,30,921,127,889,-6,30,910,64.5,7.8,0.228,,,,,, -2011,4,29,15,30,878,115,721,-6,29,910,69.3,7.7,0.228,,,,,, -2011,4,29,16,30,801,98,512,-6,28,910,73.3,7.3,0.228,,,,,, -2011,4,29,17,30,649,75,280,-7,25,910,76.5,6.2,0.228,,,,,, -2011,4,29,18,30,294,35,65,-6,21,910,79,4,0.228,,,,,, -2011,4,29,19,30,0,0,0,-6,18,910,78.9,2.3,0.228,,,,,, -2011,4,29,20,30,0,0,0,-6,16,920,76,1.7,0.228,,,,,, -2011,4,29,21,30,0,0,0,-5,15,920,71.2,1.4,0.228,,,,,, -2011,4,29,22,30,0,0,0,-5,14,920,65.6,1.3,0.228,,,,,, -2011,4,29,23,30,0,0,0,-5,13,920,58.4,1.3,0.228,,,,,, -2011,4,30,0,30,0,0,0,-5,12,920,48.6,1.2,0.228,,,,,, -2011,4,30,1,30,0,0,0,-5,11,910,35.1,1.2,0.228,,,,,, -2011,4,30,2,30,0,0,0,-4,11,910,23.7,1.1,0.228,,,,,, -2011,4,30,3,30,0,0,0,-4,11,920,13.7,1.1,0.228,,,,,, -2011,4,30,4,30,0,0,0,-4,10,920,3.1,1.1,0.228,,,,,, -2011,4,30,5,30,0,0,0,-4,11,920,353.4,1,0.228,,,,,, -2011,4,30,6,30,384,47,111,-4,14,920,350.5,1.7,0.228,,,,,, -2011,4,30,7,30,675,88,344,-5,18,920,11,3,0.228,,,,,, -2011,4,30,8,30,805,110,571,-7,21,920,36.2,3.8,0.228,,,,,, -2011,4,30,9,30,874,125,770,-7,23,920,45.1,4.3,0.228,,,,,, -2011,4,30,10,30,913,136,922,-7,24,920,52.7,4.8,0.228,,,,,, -2011,4,30,11,30,918,152,1011,-7,25,920,58.6,5.3,0.228,,,,,, -2011,4,30,12,30,904,169,1032,-7,26,920,63.5,5.6,0.228,,,,,, -2011,4,30,13,30,887,172,987,-8,26,910,68.4,5.9,0.228,,,,,, -2011,4,30,14,30,857,168,878,-9,25,910,73.8,6.1,0.228,,,,,, -2011,4,30,15,30,823,147,718,-11,24,910,79.1,6.1,0.228,,,,,, -2011,4,30,16,30,733,129,508,-13,22,910,85.5,5.9,0.228,,,,,, -2014,4,30,17,30,622,83,281,-10,22,920,106.9,2.2,0.218,,,,,, -2014,4,30,18,30,255,38,65,-9,19,920,126.4,1.6,0.218,,,,,, -2014,4,30,19,30,0,0,0,-8,16,920,155,2.1,0.218,,,,,, -2014,4,30,20,30,0,0,0,-8,15,920,181.5,2.9,0.218,,,,,, -2014,4,30,21,30,0,0,0,-8,14,920,196.3,3.4,0.218,,,,,, -2014,4,30,22,30,0,0,0,-8,13,920,206.7,3.5,0.218,,,,,, 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-2001,6,7,1,30,0,0,0,-4,20,920,161.2,1.3,0.215,,,,,, -2001,6,7,2,30,0,0,0,-3,20,920,170.8,1.4,0.215,,,,,, -2001,6,7,3,30,0,0,0,-3,20,920,180.6,1.4,0.215,,,,,, -2001,6,7,4,30,0,0,0,-3,20,920,190.6,1.4,0.215,,,,,, -2001,6,7,5,30,104,13,16,-3,21,920,200.1,1.5,0.215,,,,,, -2001,6,7,6,30,597,55,193,-1,24,920,209.6,2.1,0.215,,,,,, -2001,6,7,7,30,788,76,417,-3,28,920,215.6,2.3,0.215,,,,,, -2001,6,7,8,30,885,89,636,-5,31,920,229.9,1.4,0.215,,,,,, -2001,6,7,9,30,939,99,827,-6,34,920,290.5,0.9,0.215,,,,,, -2001,6,7,10,30,970,105,973,-7,35,920,9.9,1.4,0.215,,,,,, -2001,6,7,11,30,985,109,1062,-8,36,920,39.6,2.1,0.215,,,,,, -2001,6,7,12,30,990,110,1087,-8,37,920,55.4,2.8,0.215,,,,,, -2001,6,7,13,30,983,108,1046,-9,38,920,66.8,3.4,0.215,,,,,, -2001,6,7,14,30,966,102,943,-9,38,920,75.2,3.9,0.215,,,,,, -2001,6,7,15,30,931,95,785,-10,37,920,81.3,4.3,0.215,,,,,, -2001,6,7,16,30,871,84,586,-10,36,920,86.8,4.4,0.215,,,,,, -2001,6,7,17,30,767,69,364,-10,34,920,92.3,3.7,0.215,,,,,, -2001,6,7,18,30,540,45,144,-9,30,920,97.5,2.3,0.215,,,,,, -2001,6,7,19,30,0,0,0,-7,27,920,104.7,1.6,0.215,,,,,, -2001,6,7,20,30,0,0,0,-7,25,920,117.3,1.6,0.215,,,,,, -2001,6,7,21,30,0,0,0,-7,24,920,133.3,1.5,0.215,,,,,, -2001,6,7,22,30,0,0,0,-7,24,920,151.1,1.4,0.215,,,,,, -2001,6,7,23,30,0,0,0,-7,23,920,169.1,1.4,0.215,,,,,, -2001,6,8,0,30,0,0,0,-7,23,920,183.9,1.4,0.215,,,,,, -2001,6,8,1,30,0,0,0,-7,23,920,194.4,1.4,0.215,,,,,, -2001,6,8,2,30,0,0,0,-7,22,920,204.3,1.4,0.215,,,,,, -2001,6,8,3,30,0,0,0,-7,21,920,213.9,1.4,0.215,,,,,, -2001,6,8,4,30,0,0,0,-7,20,920,222.7,1.5,0.215,,,,,, -2001,6,8,5,30,108,13,16,-7,21,920,231.3,1.8,0.215,,,,,, -2001,6,8,6,30,581,55,189,-6,25,920,239.4,2.6,0.215,,,,,, -2001,6,8,7,30,769,77,409,-8,29,920,250.7,3.2,0.215,,,,,, -2001,6,8,8,30,863,91,624,-5,33,920,269.1,3,0.215,,,,,, -2001,6,8,9,30,913,101,810,-4,36,920,293.3,2.5,0.215,,,,,, -2001,6,8,10,30,940,110,951,-3,37,920,322.7,2.3,0.215,,,,,, -2001,6,8,11,30,942,122,1033,-2,38,920,355.7,2.4,0.215,,,,,, -2001,6,8,12,30,943,125,1056,-1,39,920,23.4,2.8,0.215,,,,,, -2001,6,8,13,30,933,125,1015,-2,40,920,42.1,3.3,0.215,,,,,, -2001,6,8,14,30,913,119,914,-2,40,920,56.9,3.8,0.215,,,,,, -2001,6,8,15,30,868,114,758,-3,39,920,71.5,4.4,0.215,,,,,, -2001,6,8,16,30,790,106,561,-3,38,920,84.1,4.9,0.215,,,,,, -2001,6,8,17,30,665,87,344,-3,36,920,94.2,4.8,0.215,,,,,, -2001,6,8,18,30,422,55,133,-2,33,920,102.2,3.4,0.215,,,,,, -2001,6,8,19,30,0,0,0,-1,29,920,105.5,2,0.215,,,,,, -2001,6,8,20,30,0,0,0,-1,27,920,108.4,1.4,0.215,,,,,, -2001,6,8,21,30,0,0,0,-1,25,920,110.8,1.1,0.215,,,,,, -2001,6,8,22,30,0,0,0,-1,24,920,108.5,0.9,0.215,,,,,, -2001,6,8,23,30,0,0,0,0,24,920,102.3,0.6,0.215,,,,,, -2001,6,9,0,30,0,0,0,-1,24,920,70,0.5,0.215,,,,,, -2001,6,9,1,30,0,0,0,-1,23,920,19,0.6,0.215,,,,,, -2001,6,9,2,30,0,0,0,0,22,920,7.5,0.6,0.215,,,,,, -2001,6,9,3,30,0,0,0,0,21,920,348.3,0.6,0.215,,,,,, -2001,6,9,4,30,0,0,0,0,20,920,310.8,0.7,0.215,,,,,, -2001,6,9,5,30,81,13,15,1,21,920,287.5,1.1,0.215,,,,,, -2001,6,9,6,30,538,60,184,1,25,920,287.3,1.6,0.215,,,,,, -2001,6,9,7,30,735,84,402,0,29,920,297.8,1.8,0.215,,,,,, -2001,6,9,8,30,844,97,618,-2,33,920,324.5,1.9,0.215,,,,,, -2001,6,9,9,30,902,107,807,-3,35,920,347.3,2.2,0.215,,,,,, -2001,6,9,10,30,936,114,951,-3,37,920,5.3,2.3,0.215,,,,,, -2001,6,9,11,30,952,118,1039,-4,38,920,21.5,2.5,0.215,,,,,, -2001,6,9,12,30,957,119,1064,-4,39,920,37.9,2.9,0.215,,,,,, -2001,6,9,13,30,949,117,1024,-4,39,920,53,3.2,0.215,,,,,, -2001,6,9,14,30,937,107,924,-4,39,920,68.2,3.6,0.215,,,,,, -2001,6,9,15,30,900,100,768,-3,38,920,81.5,4.1,0.215,,,,,, -2001,6,9,16,30,835,90,572,-3,37,920,91.2,4.7,0.215,,,,,, -2001,6,9,17,30,731,72,355,-2,35,920,98.2,4.9,0.226,,,,,, -2001,6,9,18,30,496,48,140,-1,32,920,102.4,4,0.226,,,,,, -2001,6,9,19,30,0,0,0,0,28,920,104.4,2.5,0.226,,,,,, -2001,6,9,20,30,0,0,0,1,26,920,105.7,1.5,0.226,,,,,, -2001,6,9,21,30,0,0,0,1,24,920,105.8,1.2,0.226,,,,,, -2001,6,9,22,30,0,0,0,1,24,920,100,1.1,0.226,,,,,, -2001,6,9,23,30,0,0,0,1,23,920,78.1,1.1,0.226,,,,,, -2001,6,10,0,30,0,0,0,1,22,920,52,1.1,0.226,,,,,, -2001,6,10,1,30,0,0,0,1,21,920,38.4,1.2,0.226,,,,,, -2001,6,10,2,30,0,0,0,1,20,920,36.2,1.1,0.226,,,,,, -2001,6,10,3,30,0,0,0,1,20,920,38.9,1,0.226,,,,,, -2001,6,10,4,30,0,0,0,2,19,920,47,0.8,0.226,,,,,, -2001,6,10,5,30,96,13,16,2,21,920,62.7,0.6,0.226,,,,,, -2001,6,10,6,30,567,57,188,2,25,920,90.2,0.7,0.226,,,,,, -2001,6,10,7,30,760,80,409,1,29,920,102.1,1.2,0.226,,,,,, -2001,6,10,8,30,863,93,626,-2,32,920,101.8,1.6,0.226,,,,,, -2001,6,10,9,30,916,103,814,-4,35,920,89.1,2.1,0.226,,,,,, -2001,6,10,10,30,946,110,957,-5,36,920,77.7,2.7,0.226,,,,,, -2001,6,10,11,30,955,119,1042,-6,37,920,73.8,3.3,0.226,,,,,, -2001,6,10,12,30,957,121,1066,-6,38,920,74.2,4,0.226,,,,,, -2001,6,10,13,30,947,120,1025,-6,39,920,76.4,4.6,0.226,,,,,, -2001,6,10,14,30,928,113,923,-5,38,920,80.9,5.1,0.226,,,,,, -2001,6,10,15,30,888,106,766,-4,37,920,85.6,5.4,0.226,,,,,, -2001,6,10,16,30,819,95,569,-4,36,920,89.8,5.6,0.226,,,,,, -2001,6,10,17,30,705,77,351,-3,35,920,94.6,5.5,0.226,,,,,, -2001,6,10,18,30,464,51,138,-2,31,920,99.7,4.3,0.226,,,,,, -2001,6,10,19,30,0,0,0,0,28,920,102.3,2.6,0.226,,,,,, -2001,6,10,20,30,0,0,0,0,26,920,102.7,1.7,0.226,,,,,, -2001,6,10,21,30,0,0,0,0,24,920,100.3,1.4,0.226,,,,,, -2001,6,10,22,30,0,0,0,0,23,920,92.7,1.2,0.226,,,,,, -2001,6,10,23,30,0,0,0,0,22,920,80.7,1.2,0.226,,,,,, -2001,6,11,0,30,0,0,0,1,21,920,72.9,1.2,0.226,,,,,, -2001,6,11,1,30,0,0,0,2,20,920,72.3,1.1,0.226,,,,,, -2001,6,11,2,30,0,0,0,3,20,920,77.9,1,0.226,,,,,, -2001,6,11,3,30,0,0,0,4,19,920,86.2,0.9,0.226,,,,,, -2001,6,11,4,30,0,0,0,5,19,920,93.4,0.9,0.226,,,,,, -2001,6,11,5,30,76,13,15,5,21,920,97,1,0.226,,,,,, -2001,6,11,6,30,425,63,161,5,24,920,91.8,1.5,0.226,,,,,, -2001,6,11,7,30,705,89,393,5,28,920,80.4,2.5,0.226,,,,,, -2001,6,11,8,30,806,106,604,1,31,920,71.9,3.6,0.226,,,,,, -2001,6,11,9,30,855,122,785,-1,33,920,66,4.1,0.226,,,,,, -2001,6,11,10,30,883,135,925,-1,34,920,62.6,4.5,0.226,,,,,, -2001,6,11,11,30,891,147,1009,-1,35,920,64.2,4.8,0.226,,,,,, -2001,6,11,12,30,523,404,920,-1,36,920,69.2,5,0.226,,,,,, -2001,6,11,13,30,897,141,998,-1,36,920,75,5.3,0.226,,,,,, -2001,6,11,14,30,881,132,901,-1,36,920,80.2,5.6,0.226,,,,,, -2001,6,11,15,30,572,243,669,-1,36,920,83.7,5.7,0.226,,,,,, -2001,6,11,16,30,578,163,498,-1,35,920,86,5.8,0.226,,,,,, -2001,6,11,17,30,350,144,281,0,34,920,88,5.5,0.226,,,,,, -2001,6,11,18,30,236,66,110,0,31,920,89.6,4.3,0.226,,,,,, -2001,6,11,19,30,0,0,0,0,28,920,90.1,2.7,0.226,,,,,, -2001,6,11,20,30,0,0,0,0,26,920,87.3,1.9,0.226,,,,,, -2001,6,11,21,30,0,0,0,1,24,920,83.5,1.5,0.226,,,,,, -2001,6,11,22,30,0,0,0,1,22,920,76.9,1.3,0.226,,,,,, -2001,6,11,23,30,0,0,0,1,21,920,64.4,1.3,0.226,,,,,, -2001,6,12,0,30,0,0,0,1,20,920,48.1,1.3,0.226,,,,,, -2001,6,12,1,30,0,0,0,1,19,920,33.1,1.3,0.226,,,,,, -2001,6,12,2,30,0,0,0,1,19,920,20.9,1.3,0.226,,,,,, -2001,6,12,3,30,0,0,0,1,18,920,10.4,1.3,0.226,,,,,, -2001,6,12,4,30,0,0,0,1,18,920,2.9,1.3,0.226,,,,,, -2001,6,12,5,30,132,13,17,2,20,920,358.1,2.2,0.226,,,,,, -2001,6,12,6,30,604,53,192,2,24,920,356.5,3.7,0.226,,,,,, -2001,6,12,7,30,778,76,412,1,27,920,10.2,4.8,0.226,,,,,, -2001,6,12,8,30,866,92,627,-1,30,920,23.8,5.5,0.226,,,,,, -2001,6,12,9,30,916,104,814,-3,32,920,31.6,6,0.226,,,,,, -2001,6,12,10,30,945,112,957,-3,33,920,36.6,6.4,0.226,,,,,, -2001,6,12,11,30,960,115,1044,-3,34,920,40.5,6.7,0.226,,,,,, -2001,6,12,12,30,958,120,1067,-3,35,920,44.7,6.9,0.226,,,,,, -2001,6,12,13,30,941,124,1024,-2,35,910,49.3,7,0.226,,,,,, -2001,6,12,14,30,912,124,921,-2,35,910,54,7,0.226,,,,,, -2001,6,12,15,30,870,117,765,-2,34,910,58.5,6.9,0.226,,,,,, -2001,6,12,16,30,806,103,571,-2,33,910,62.8,6.8,0.226,,,,,, -2001,6,12,17,30,689,84,353,-2,32,910,65.5,6.3,0.226,,,,,, -2001,6,12,18,30,452,54,140,-2,29,910,66.7,4.6,0.226,,,,,, -2001,6,12,19,30,0,0,0,-1,25,910,66.6,2.8,0.226,,,,,, -2001,6,12,20,30,0,0,0,-1,23,910,64,2,0.226,,,,,, -2001,6,12,21,30,0,0,0,-1,21,910,60.4,1.7,0.226,,,,,, -2001,6,12,22,30,0,0,0,0,20,910,55.3,1.5,0.226,,,,,, -2001,6,12,23,30,0,0,0,0,19,910,48.9,1.4,0.226,,,,,, -2001,6,13,0,30,0,0,0,0,18,910,42.1,1.4,0.226,,,,,, -2001,6,13,1,30,0,0,0,0,17,910,34.5,1.4,0.226,,,,,, -2001,6,13,2,30,0,0,0,1,17,910,24.1,1.5,0.226,,,,,, -2001,6,13,3,30,0,0,0,1,16,910,13.6,1.7,0.226,,,,,, -2001,6,13,4,30,0,0,0,2,16,910,5.6,2,0.226,,,,,, -2001,6,13,5,30,53,13,14,3,17,910,0.5,3.1,0.226,,,,,, -2001,6,13,6,30,515,62,181,3,20,910,358.5,5,0.226,,,,,, -2001,6,13,7,30,720,87,398,4,23,910,9.1,6.3,0.226,,,,,, -2001,6,13,8,30,838,98,615,4,26,910,15.3,6.8,0.226,,,,,, -2001,6,13,9,30,897,108,803,3,28,910,20,7.1,0.226,,,,,, -2001,6,13,10,30,927,117,945,3,29,910,25.9,7.3,0.226,,,,,, -2001,6,13,11,30,933,128,1030,3,30,910,32.2,7.5,0.226,,,,,, -2001,6,13,12,30,934,131,1054,3,31,910,37.5,7.6,0.226,,,,,, -2001,6,13,13,30,922,130,1012,4,32,910,41.6,7.5,0.226,,,,,, -2001,6,13,14,30,906,120,911,4,31,910,44.9,7.4,0.226,,,,,, -2001,6,13,15,30,861,114,756,4,30,910,47.8,7.2,0.226,,,,,, -2001,6,13,16,30,790,102,561,4,29,910,51,6.7,0.226,,,,,, -2001,6,13,17,30,674,83,347,4,28,910,54.6,5.9,0.226,,,,,, -2001,6,13,18,30,435,54,137,4,25,910,58.3,4.1,0.226,,,,,, -2001,6,13,19,30,0,0,0,4,23,910,60.9,2.3,0.226,,,,,, -2001,6,13,20,30,0,0,0,4,21,920,63,1.5,0.226,,,,,, -2001,6,13,21,30,0,0,0,4,20,920,65.1,1.2,0.226,,,,,, -2001,6,13,22,30,0,0,0,5,19,920,66.4,1,0.226,,,,,, -2001,6,13,23,30,0,0,0,5,18,920,67.8,0.9,0.226,,,,,, -2001,6,14,0,30,0,0,0,5,17,920,67.9,0.8,0.226,,,,,, -2001,6,14,1,30,0,0,0,4,15,920,62.6,0.6,0.226,,,,,, -2001,6,14,2,30,0,0,0,4,15,920,52,0.4,0.226,,,,,, -2001,6,14,3,30,0,0,0,4,14,920,30.6,0.2,0.226,,,,,, -2001,6,14,4,30,0,0,0,4,14,920,341.5,0.2,0.226,,,,,, -2001,6,14,5,30,54,13,15,5,15,920,300.2,0.4,0.226,,,,,, -2001,6,14,6,30,541,63,187,5,19,920,297.8,0.5,0.226,,,,,, -2001,6,14,7,30,743,90,410,1,22,920,316.2,0.7,0.226,,,,,, -2001,6,14,8,30,853,105,631,-3,25,920,302.7,1.1,0.226,,,,,, -2001,6,14,9,30,911,117,823,-6,27,920,320.4,1.2,0.226,,,,,, -2001,6,14,10,30,945,126,970,-8,29,920,344.4,1.5,0.226,,,,,, -2001,6,14,11,30,968,126,1062,-8,30,920,7,1.9,0.226,,,,,, -2001,6,14,12,30,972,127,1088,-9,31,920,23.8,2.3,0.226,,,,,, -2001,6,14,13,30,966,124,1049,-10,32,920,35.9,2.7,0.226,,,,,, -2001,6,14,14,30,948,118,947,-10,33,920,45.6,3.3,0.226,,,,,, -2001,6,14,15,30,912,109,790,-10,32,920,54.5,3.8,0.226,,,,,, -2001,6,14,16,30,850,96,591,-11,31,920,60.6,4.1,0.226,,,,,, -2001,6,14,17,30,739,78,369,-11,30,920,64.8,4.1,0.226,,,,,, -2001,6,14,18,30,510,51,149,-11,26,920,67.9,3.1,0.226,,,,,, -2001,6,14,19,30,0,0,0,-9,23,920,70.1,1.9,0.226,,,,,, -2001,6,14,20,30,0,0,0,-10,21,920,78.3,1.5,0.226,,,,,, -2001,6,14,21,30,0,0,0,-11,21,920,92.1,1.2,0.226,,,,,, -2001,6,14,22,30,0,0,0,-12,21,920,107.6,1,0.226,,,,,, -2001,6,14,23,30,0,0,0,-12,21,920,128.5,0.9,0.226,,,,,, -2001,6,15,0,30,0,0,0,-13,20,920,157.8,0.9,0.226,,,,,, -2001,6,15,1,30,0,0,0,-13,19,920,186,1,0.226,,,,,, -2001,6,15,2,30,0,0,0,-13,18,920,205,1.1,0.226,,,,,, -2001,6,15,3,30,0,0,0,-13,18,920,219.1,1.2,0.226,,,,,, -2001,6,15,4,30,0,0,0,-13,17,920,232.6,1.2,0.226,,,,,, -2001,6,15,5,30,91,13,16,-13,18,920,244.1,1.4,0.226,,,,,, -2001,6,15,6,30,585,56,190,-12,22,920,252.5,2,0.226,,,,,, -2001,6,15,7,30,778,78,413,-13,26,920,261,2.3,0.226,,,,,, -2001,6,15,8,30,877,92,633,-12,30,920,289.8,2.2,0.226,,,,,, -2001,6,15,9,30,932,102,824,-10,32,920,324,2.4,0.226,,,,,, -2001,6,15,10,30,964,108,970,-9,34,920,351.5,2.8,0.226,,,,,, -2001,6,15,11,30,982,111,1060,-9,35,920,11.5,3.3,0.226,,,,,, -2001,6,15,12,30,986,111,1086,-9,36,920,26.8,3.7,0.226,,,,,, -2001,6,15,13,30,979,109,1046,-9,37,920,39,3.9,0.226,,,,,, -2001,6,15,14,30,960,103,943,-8,37,920,51.7,4,0.226,,,,,, -2001,6,15,15,30,925,96,787,-8,36,920,64.1,4.1,0.226,,,,,, -2001,6,15,16,30,865,85,590,-8,35,920,75.3,4.1,0.226,,,,,, -2001,6,15,17,30,762,70,369,-8,34,920,86,3.7,0.226,,,,,, -2001,6,15,18,30,543,47,151,-8,30,920,95.7,2.6,0.226,,,,,, -2001,6,15,19,30,0,0,0,-8,26,920,105.2,1.8,0.226,,,,,, -2001,6,15,20,30,0,0,0,-8,24,920,115.4,1.8,0.226,,,,,, -2001,6,15,21,30,0,0,0,-9,22,920,128.4,1.7,0.226,,,,,, -2001,6,15,22,30,0,0,0,-9,22,920,144.4,1.6,0.226,,,,,, -2001,6,15,23,30,0,0,0,-9,22,920,161.4,1.6,0.226,,,,,, -2001,6,16,0,30,0,0,0,-9,22,920,175.2,1.6,0.226,,,,,, -2001,6,16,1,30,0,0,0,-9,21,920,185.9,1.6,0.226,,,,,, -2001,6,16,2,30,0,0,0,-9,21,920,196.3,1.6,0.226,,,,,, -2001,6,16,3,30,0,0,0,-9,20,920,206.2,1.6,0.226,,,,,, -2001,6,16,4,30,0,0,0,-10,20,920,215,1.7,0.226,,,,,, -2001,6,16,5,30,99,12,15,-9,21,920,223.3,2.3,0.226,,,,,, -2001,6,16,6,30,571,55,186,-9,25,920,230.5,3,0.226,,,,,, -2001,6,16,7,30,758,78,404,-10,29,920,235.7,3.2,0.226,,,,,, -2001,6,16,8,30,855,93,619,-9,33,920,245.3,2.6,0.226,,,,,, -2001,6,16,9,30,907,104,807,-8,36,920,269.3,1.9,0.226,,,,,, -2001,6,16,10,30,938,112,950,-7,37,920,305.2,1.5,0.226,,,,,, -2001,6,16,11,30,956,115,1039,-7,38,920,343.5,1.5,0.226,,,,,, -2001,6,16,12,30,962,114,1066,-6,39,920,15.8,1.7,0.226,,,,,, -2001,6,16,13,30,958,110,1027,-6,40,920,41.7,2,0.226,,,,,, -2001,6,16,14,30,945,102,928,-6,39,920,64.4,2.6,0.226,,,,,, -2001,6,16,15,30,912,93,775,-6,39,920,83.8,3.5,0.226,,,,,, -2001,6,16,16,30,855,82,581,-6,38,920,95.7,4.4,0.226,,,,,, -2001,6,16,17,30,754,67,364,-6,36,920,102,4.7,0.226,,,,,, -2001,6,16,18,30,543,44,149,-6,32,920,105.6,3.9,0.226,,,,,, -2001,6,16,19,30,0,0,0,-5,28,920,106.9,2.5,0.226,,,,,, -2001,6,16,20,30,0,0,0,-5,26,920,113.1,1.2,0.226,,,,,, -2001,6,16,21,30,0,0,0,-5,26,920,116.8,0.3,0.226,,,,,, -2001,6,16,22,30,0,0,0,-5,26,920,169.4,0.3,0.226,,,,,, -2001,6,16,23,30,0,0,0,-5,26,920,241.4,0.6,0.226,,,,,, -2001,6,17,0,30,0,0,0,-5,25,920,232.5,0.7,0.226,,,,,, -2001,6,17,1,30,0,0,0,-5,25,920,213.5,0.9,0.226,,,,,, -2001,6,17,2,30,0,0,0,-4,24,920,212.4,1.1,0.226,,,,,, -2001,6,17,3,30,0,0,0,-4,23,920,223.8,1.2,0.226,,,,,, -2001,6,17,4,30,0,0,0,-3,23,920,238.9,1.4,0.226,,,,,, -2001,6,17,5,30,0,11,11,-2,24,920,252.8,2.2,0.226,,,,,, -2001,6,17,6,30,330,71,147,0,27,920,263.4,3.3,0.226,,,,,, -2001,6,17,7,30,685,91,386,0,32,920,274.1,3.8,0.226,,,,,, -2001,6,17,8,30,790,109,595,0,35,920,284.1,3.9,0.226,,,,,, -2001,6,17,9,30,842,126,777,0,36,920,294.7,3.5,0.226,,,,,, -2001,6,17,10,30,630,301,864,0,37,920,304.3,2.9,0.226,,,,,, -2001,6,17,11,30,347,452,788,0,38,920,315.1,2.2,0.226,,,,,, -2001,6,17,12,30,565,401,960,1,39,920,331.4,1.5,0.226,,,,,, -2001,6,17,13,30,881,146,990,1,39,920,13.8,1.4,0.226,,,,,, -2001,6,17,14,30,866,136,895,1,39,920,71.9,2.3,0.226,,,,,, -2001,6,17,15,30,545,251,659,1,38,920,98,3.3,0.226,,,,,, -2001,6,17,16,30,0,25,25,1,37,920,108.9,3.5,0.226,,,,,, -2001,6,17,17,30,138,162,217,1,36,920,111.7,3.2,0.226,,,,,, -2001,6,17,18,30,482,46,139,1,33,920,108.2,2,0.226,,,,,, -2001,6,17,19,30,0,0,0,1,30,920,95.2,1,0.226,,,,,, -2001,6,17,20,30,0,0,0,1,28,920,89.6,0.7,0.226,,,,,, -2001,6,17,21,30,0,0,0,2,27,920,114.5,0.5,0.226,,,,,, -2001,6,17,22,30,0,0,0,3,26,920,202.8,0.8,0.226,,,,,, -2001,6,17,23,30,0,0,0,4,24,920,261.8,1.3,0.226,,,,,, -2001,6,18,0,30,0,0,0,4,23,920,273.6,1.3,0.226,,,,,, -2001,6,18,1,30,0,0,0,5,22,920,283.9,1,0.226,,,,,, -2001,6,18,2,30,0,0,0,6,22,920,295.9,0.8,0.226,,,,,, -2001,6,18,3,30,0,0,0,6,22,920,311.2,0.6,0.226,,,,,, -2001,6,18,4,30,0,0,0,6,22,920,334.8,0.5,0.226,,,,,, -2001,6,18,5,30,56,12,13,7,23,920,358.7,0.7,0.226,,,,,, -2001,6,18,6,30,494,61,174,7,27,920,5.8,1.2,0.226,,,,,, -2001,6,18,7,30,695,88,387,5,30,920,46.9,1.5,0.226,,,,,, -2001,6,18,8,30,802,105,598,3,33,920,88.5,1.6,0.226,,,,,, -2001,6,18,9,30,861,117,783,2,34,920,116.2,1.7,0.226,,,,,, -2001,6,18,10,30,897,125,926,1,36,920,133.2,1.9,0.226,,,,,, -2001,6,18,11,30,915,130,1015,1,37,920,140.9,2.1,0.226,,,,,, -2001,6,18,12,30,922,130,1042,0,38,920,144,2.2,0.226,,,,,, -2001,6,18,13,30,916,128,1006,0,38,920,146.5,2.3,0.226,,,,,, -2001,6,18,14,30,895,124,908,0,38,920,144.2,2.4,0.226,,,,,, -2001,6,18,15,30,858,115,758,0,38,920,139.8,2.5,0.226,,,,,, -2001,6,18,16,30,795,102,567,0,37,920,133.4,2.5,0.226,,,,,, -2001,6,18,17,30,680,84,353,0,35,920,124.2,2.4,0.226,,,,,, -2001,6,18,18,30,450,55,143,0,32,920,116.4,2,0.226,,,,,, -2001,6,18,19,30,0,0,0,0,29,920,105.5,2,0.226,,,,,, -2001,6,18,20,30,0,0,0,0,27,920,103.2,2.5,0.226,,,,,, -2001,6,18,21,30,0,0,0,0,26,920,101.1,2.7,0.226,,,,,, -2001,6,18,22,30,0,0,0,1,25,920,88.9,2.5,0.226,,,,,, -2001,6,18,23,30,0,0,0,3,24,920,72.1,2.4,0.226,,,,,, -2001,6,19,0,30,0,0,0,5,23,920,56.4,2.3,0.226,,,,,, -2001,6,19,1,30,0,0,0,7,22,920,40.6,2,0.226,,,,,, -2001,6,19,2,30,0,0,0,9,21,920,26.1,1.8,0.226,,,,,, -2001,6,19,3,30,0,0,0,10,21,920,12.5,1.7,0.226,,,,,, -2001,6,19,4,30,0,0,0,11,20,920,4.3,1.6,0.226,,,,,, -2001,6,19,5,30,37,11,12,12,21,920,10.9,1.7,0.226,,,,,, -2001,6,19,6,30,443,67,168,13,24,920,34,2,0.226,,,,,, -2001,6,19,7,30,651,97,376,12,27,920,79.7,2.2,0.226,,,,,, -2001,6,19,8,30,755,119,583,11,30,920,107.7,2.3,0.226,,,,,, -2001,6,19,9,30,823,131,767,9,33,920,123.3,2.1,0.226,,,,,, -2001,6,19,10,30,861,140,909,8,34,920,121.8,2.2,0.226,,,,,, -2001,6,19,11,30,872,151,994,7,35,920,111.6,2.5,0.226,,,,,, -2001,6,19,12,30,876,154,1020,6,36,920,104.9,3,0.226,,,,,, -2001,6,19,13,30,866,154,983,5,37,920,103,3.6,0.226,,,,,, -2001,6,19,14,30,847,145,887,5,37,920,102.4,4.1,0.226,,,,,, -2001,6,19,15,30,811,132,740,5,37,920,102.7,4.3,0.226,,,,,, -2001,6,19,16,30,749,114,553,5,36,920,102,4.3,0.226,,,,,, -2001,6,19,17,30,633,92,344,5,34,920,98.1,3.9,0.226,,,,,, -2001,6,19,18,30,400,53,131,5,32,920,85.6,2.9,0.226,,,,,, -2001,6,19,19,30,0,0,0,5,29,920,55.1,2.4,0.226,,,,,, -2001,6,19,20,30,0,0,0,6,27,920,32.2,2.4,0.226,,,,,, -2001,6,19,21,30,0,0,0,7,27,920,24,2.4,0.226,,,,,, -2001,6,19,22,30,0,0,0,8,26,920,28.3,2.5,0.226,,,,,, -2001,6,19,23,30,0,0,0,10,25,920,38.9,2.7,0.226,,,,,, -2001,6,20,0,30,0,0,0,11,24,920,47.3,2.2,0.226,,,,,, -2001,6,20,1,30,0,0,0,13,23,920,46.1,1.4,0.226,,,,,, -2001,6,20,2,30,0,0,0,15,22,920,10.7,1.1,0.226,,,,,, -2001,6,20,3,30,0,0,0,16,22,920,342.6,1.1,0.226,,,,,, -2001,6,20,4,30,0,0,0,17,22,920,347,1.1,0.226,,,,,, -2001,6,20,5,30,0,9,9,17,22,920,0.7,1.4,0.226,,,,,, -2001,6,20,6,30,362,67,150,17,24,920,9.1,1.6,0.226,,,,,, -2001,6,20,7,30,578,113,361,16,27,920,11.8,1.1,0.226,,,,,, -2001,6,20,8,30,551,184,523,14,29,920,7.7,0.4,0.226,,,,,, -2001,6,20,9,30,500,284,671,13,30,920,211.3,0.3,0.226,,,,,, -2001,6,20,10,30,812,160,885,13,32,920,194.3,0.5,0.226,,,,,, -2001,6,20,11,30,821,175,969,12,33,920,173.8,0.7,0.226,,,,,, -2001,6,20,12,30,825,179,995,12,33,920,146.3,1.1,0.226,,,,,, -2001,6,20,13,30,815,177,959,11,34,920,133,1.5,0.226,,,,,, -2001,6,20,14,30,807,159,867,11,33,920,128.2,1.8,0.226,,,,,, -2001,6,20,15,30,577,246,680,11,33,920,125.6,1.9,0.226,,,,,, -2001,6,20,16,30,619,152,516,11,32,920,119.7,1.7,0.226,,,,,, -2001,6,20,17,30,0,42,42,12,31,920,112,1.3,0.226,,,,,, -2001,6,20,18,30,0,48,48,15,29,920,108.4,0.8,0.226,,,,,, -2001,6,20,19,30,0,0,0,16,27,920,106.8,0.6,0.226,,,,,, -2001,6,20,20,30,0,0,0,17,26,920,109.6,0.4,0.226,,,,,, -2001,6,20,21,30,0,0,0,17,25,930,156.9,0.6,0.226,,,,,, -2001,6,20,22,30,0,0,0,17,23,930,205.5,0.8,0.226,,,,,, -2001,6,20,23,30,0,0,0,17,23,920,227.7,0.9,0.226,,,,,, -2001,6,21,0,30,0,0,0,16,22,920,243.1,0.9,0.226,,,,,, -2001,6,21,1,30,0,0,0,16,22,920,252.1,0.8,0.226,,,,,, -2001,6,21,2,30,0,0,0,16,21,920,253.2,0.8,0.226,,,,,, -2001,6,21,3,30,0,0,0,15,21,920,251.9,0.8,0.226,,,,,, -2001,6,21,4,30,0,0,0,15,21,920,253,0.8,0.226,,,,,, -2001,6,21,5,30,42,11,12,15,22,920,257.3,1.2,0.226,,,,,, -2001,6,21,6,30,442,63,164,14,24,930,263.9,1.6,0.226,,,,,, -2001,6,21,7,30,638,94,367,13,27,930,283,1.3,0.226,,,,,, -2001,6,21,8,30,761,107,574,12,30,930,335,1.1,0.226,,,,,, -2001,6,21,9,30,820,121,754,12,32,930,13.8,1.2,0.226,,,,,, -2001,6,21,10,30,856,130,894,12,33,930,35.1,1.4,0.226,,,,,, -2001,6,21,11,30,878,134,982,12,34,920,52.4,1.7,0.226,,,,,, -2001,6,21,12,30,883,136,1009,12,35,920,69.8,2.2,0.226,,,,,, -2001,6,21,13,30,874,135,973,12,36,920,87,2.7,0.226,,,,,, -2001,6,21,14,30,851,131,878,12,35,920,97.2,3,0.226,,,,,, -2001,6,21,15,30,813,121,731,12,34,920,101.6,3.2,0.226,,,,,, -2001,6,21,16,30,540,177,495,12,33,920,102.8,3.3,0.226,,,,,, -2001,6,21,17,30,275,152,262,13,32,920,109.4,3,0.226,,,,,, -2001,6,21,18,30,0,48,48,14,29,920,123.6,2.1,0.226,,,,,, -2001,6,21,19,30,0,0,0,17,27,920,142.2,1.3,0.226,,,,,, -2001,6,21,20,30,0,0,0,17,26,920,152.4,1.2,0.226,,,,,, -2001,6,21,21,30,0,0,0,17,25,920,156.5,1.7,0.226,,,,,, -2001,6,21,22,30,0,0,0,17,24,920,173.4,2.4,0.226,,,,,, -2001,6,21,23,30,0,0,0,16,23,920,178.1,2.5,0.226,,,,,, -2001,6,22,0,30,0,0,0,17,23,920,177,2.1,0.226,,,,,, -2001,6,22,1,30,0,0,0,16,23,920,182.8,1.6,0.226,,,,,, -2001,6,22,2,30,0,0,0,16,22,920,191.9,1,0.226,,,,,, -2001,6,22,3,30,0,0,0,16,22,920,218.7,0.7,0.226,,,,,, -2001,6,22,4,30,0,0,0,16,22,920,261.9,0.8,0.226,,,,,, -2001,6,22,5,30,0,3,3,16,22,920,276.3,1.5,0.226,,,,,, -2001,6,22,6,30,0,48,48,15,24,920,272.6,2.3,0.226,,,,,, -2001,6,22,7,30,374,150,309,14,27,930,266.3,2.8,0.226,,,,,, -2001,6,22,8,30,731,120,568,14,29,930,261.9,3.1,0.226,,,,,, -2001,6,22,9,30,798,133,748,14,31,920,263.1,2.8,0.226,,,,,, -2001,6,22,10,30,838,142,889,14,32,920,271.3,2.1,0.226,,,,,, -2001,6,22,11,30,857,148,976,14,33,920,290.4,1.4,0.226,,,,,, -2001,6,22,12,30,862,150,1003,14,34,920,322.6,1.1,0.226,,,,,, -2001,6,22,13,30,851,151,967,13,35,920,355.9,1.2,0.226,,,,,, -2001,6,22,14,30,815,153,869,13,36,920,31.4,1.6,0.226,,,,,, -2001,6,22,15,30,761,148,720,12,35,920,63.5,2.4,0.226,,,,,, -2001,6,22,16,30,684,132,534,12,34,920,83.7,3,0.226,,,,,, -2001,6,22,17,30,0,7,7,12,33,920,96.4,3.4,0.226,,,,,, -2001,6,22,18,30,0,41,41,12,30,920,102.8,2.7,0.226,,,,,, -2001,6,22,19,30,0,0,0,14,28,920,100.7,1.6,0.226,,,,,, -2001,6,22,20,30,0,0,0,14,27,920,97.3,1.6,0.226,,,,,, -2001,6,22,21,30,0,0,0,14,26,920,61.2,2.3,0.226,,,,,, -2001,6,22,22,30,0,0,0,14,26,920,55.8,2.8,0.226,,,,,, -2001,6,22,23,30,0,0,0,15,25,920,70,3,0.226,,,,,, -2001,6,23,0,30,0,0,0,15,24,920,76,3,0.226,,,,,, -2001,6,23,1,30,0,0,0,15,23,920,70.7,2.6,0.226,,,,,, -2001,6,23,2,30,0,0,0,15,22,920,57.3,2.2,0.226,,,,,, -2001,6,23,3,30,0,0,0,15,22,920,41,1.8,0.226,,,,,, -2001,6,23,4,30,0,0,0,16,21,920,43.5,1.5,0.226,,,,,, -2001,6,23,5,30,0,10,10,16,22,920,62,1.2,0.226,,,,,, -2001,6,23,6,30,386,64,151,16,24,920,91.5,1,0.226,,,,,, -2001,6,23,7,30,631,95,364,16,26,920,111,0.9,0.226,,,,,, -2001,6,23,8,30,768,102,572,15,29,920,59,1.4,0.226,,,,,, -2001,6,23,9,30,830,113,753,14,31,920,36.8,2.2,0.226,,,,,, -2001,6,23,10,30,866,121,894,14,32,920,44.4,2.8,0.226,,,,,, -2001,6,23,11,30,902,114,985,13,33,920,51.8,3.3,0.226,,,,,, -2001,6,23,12,30,587,345,926,13,34,920,56.9,3.6,0.226,,,,,, -2001,6,23,13,30,892,122,977,12,34,920,61.7,3.7,0.226,,,,,, -2001,6,23,14,30,849,132,877,12,34,920,68.3,3.8,0.226,,,,,, -2001,6,23,15,30,810,122,732,12,33,920,76.3,3.9,0.226,,,,,, -2001,6,23,16,30,749,107,548,12,32,920,84.4,4,0.226,,,,,, -2001,6,23,17,30,644,85,343,12,31,920,91.4,3.8,0.226,,,,,, -2001,6,23,18,30,212,67,110,12,28,920,97.3,2.7,0.226,,,,,, -2001,6,23,19,30,0,0,0,14,26,920,101.4,1.8,0.226,,,,,, -2001,6,23,20,30,0,0,0,14,25,920,107.3,1.7,0.226,,,,,, -2001,6,23,21,30,0,0,0,14,24,920,112.2,1.5,0.226,,,,,, -2001,6,23,22,30,0,0,0,13,23,920,116.1,1.4,0.226,,,,,, -2001,6,23,23,30,0,0,0,13,22,920,122.2,1.2,0.226,,,,,, -2001,6,24,0,30,0,0,0,12,22,920,129,1.1,0.226,,,,,, -2001,6,24,1,30,0,0,0,11,21,920,134,1,0.226,,,,,, -2001,6,24,2,30,0,0,0,11,21,920,136.8,1,0.226,,,,,, -2001,6,24,3,30,0,0,0,10,21,920,139.4,0.9,0.226,,,,,, -2001,6,24,4,30,0,0,0,10,21,920,149.8,0.8,0.226,,,,,, -2001,6,24,5,30,62,11,12,9,23,920,181.2,0.7,0.226,,,,,, -2001,6,24,6,30,507,57,171,10,26,920,231,1,0.226,,,,,, -2001,6,24,7,30,706,82,382,8,29,920,261.2,1.3,0.226,,,,,, -2001,6,24,8,30,822,93,595,8,32,920,293.8,1.6,0.226,,,,,, -2001,6,24,9,30,877,104,779,7,34,920,326.9,2.1,0.226,,,,,, -2001,6,24,10,30,907,113,921,7,35,920,342.5,2.4,0.226,,,,,, -2001,6,24,11,30,926,115,1009,6,35,920,352.6,2.3,0.226,,,,,, -2001,6,24,12,30,492,445,932,5,36,920,1.7,1.7,0.226,,,,,, -2001,6,24,13,30,415,436,834,4,35,920,18.1,1.2,0.226,,,,,, -2001,6,24,14,30,387,382,722,4,34,920,77.7,1.5,0.226,,,,,, -2001,6,24,15,30,656,203,696,4,33,920,111.9,2.3,0.226,,,,,, -2001,6,24,16,30,470,202,479,5,32,920,119.4,3,0.226,,,,,, -2001,6,24,17,30,419,130,298,6,31,920,122.5,2.9,0.226,,,,,, -2001,6,24,18,30,411,53,135,8,28,920,123.1,2,0.226,,,,,, -2001,6,24,19,30,0,0,0,9,26,920,124.8,1.2,0.226,,,,,, -2001,6,24,20,30,0,0,0,9,25,920,129,0.8,0.226,,,,,, -2001,6,24,21,30,0,0,0,9,24,920,143.9,0.6,0.226,,,,,, -2001,6,24,22,30,0,0,0,9,24,920,259.6,1.1,0.226,,,,,, -2001,6,24,23,30,0,0,0,9,23,920,281.1,1.6,0.226,,,,,, -2001,6,25,0,30,0,0,0,9,22,920,275.7,2,0.226,,,,,, -2001,6,25,1,30,0,0,0,9,22,920,259.7,2.5,0.226,,,,,, -2001,6,25,2,30,0,0,0,10,22,920,245.7,2.6,0.226,,,,,, -2001,6,25,3,30,0,0,0,10,21,920,234.9,2.6,0.226,,,,,, -2001,6,25,4,30,0,0,0,10,21,920,229.3,2.6,0.226,,,,,, -2001,6,25,5,30,38,10,11,11,22,920,230.4,2.8,0.226,,,,,, -2001,6,25,6,30,448,63,163,12,24,920,238,3.7,0.226,,,,,, -2001,6,25,7,30,191,177,259,11,26,920,250.2,4.8,0.226,,,,,, -2001,6,25,8,30,317,256,450,9,28,920,260.8,4.9,0.226,,,,,, -2001,6,25,9,30,14,243,254,8,29,920,266.7,3.6,0.226,,,,,, -2001,6,25,10,30,112,443,543,9,30,920,290.8,2.4,0.226,,,,,, -2001,6,25,11,30,33,402,434,10,30,920,340.2,2.3,0.226,,,,,, -2001,6,25,12,30,15,270,286,11,31,920,16.9,2.7,0.226,,,,,, -2001,6,25,13,30,0,99,99,11,31,920,32.5,3,0.226,,,,,, -2001,6,25,14,30,12,232,243,11,30,920,40.4,3,0.226,,,,,, -2001,6,25,15,30,13,232,242,12,29,920,46.9,2.9,0.226,,,,,, -2001,6,25,16,30,0,45,45,12,28,920,54.2,2.7,0.226,,,,,, -2001,6,25,17,30,0,82,82,12,27,920,63.3,2.5,0.227,,,,,, -2001,6,25,18,30,94,72,91,13,26,920,72.6,1.9,0.227,,,,,, -2001,6,25,19,30,0,0,0,14,24,920,79.8,1.4,0.227,,,,,, -2001,6,25,20,30,0,0,0,15,23,920,84,1,0.227,,,,,, -2001,6,25,21,30,0,0,0,15,22,920,89.6,0.7,0.227,,,,,, -2001,6,25,22,30,0,0,0,14,21,920,105.8,0.4,0.227,,,,,, -2001,6,25,23,30,0,0,0,14,20,920,135.3,0.2,0.227,,,,,, -2001,6,26,0,30,0,0,0,14,20,920,256.7,0.4,0.227,,,,,, -2001,6,26,1,30,0,0,0,14,19,920,282.1,0.6,0.227,,,,,, -2001,6,26,2,30,0,0,0,13,19,920,287.1,0.7,0.227,,,,,, -2001,6,26,3,30,0,0,0,13,18,920,289.5,0.8,0.227,,,,,, -2001,6,26,4,30,0,0,0,13,18,920,293,0.9,0.227,,,,,, -2001,6,26,5,30,68,10,12,12,19,920,296.7,1.3,0.227,,,,,, -2001,6,26,6,30,522,55,171,12,23,920,303.7,1.8,0.227,,,,,, -2001,6,26,7,30,718,79,383,11,26,920,2.8,2.4,0.227,,,,,, -2001,6,26,8,30,822,93,594,9,29,920,31.1,3.2,0.227,,,,,, -2001,6,26,9,30,879,103,779,8,30,920,38.1,3.8,0.227,,,,,, -2001,6,26,10,30,913,110,922,8,32,920,43.5,4.1,0.227,,,,,, -2001,6,26,11,30,936,110,1013,7,33,920,48.3,4.4,0.227,,,,,, -2001,6,26,12,30,942,110,1041,6,34,920,53.4,4.5,0.227,,,,,, -2001,6,26,13,30,936,109,1006,5,34,920,59.1,4.5,0.227,,,,,, -2001,6,26,14,30,16,277,292,5,34,920,64.9,4.4,0.227,,,,,, -2001,6,26,15,30,888,95,763,4,34,920,69.5,4.3,0.227,,,,,, -2001,6,26,16,30,829,85,574,4,33,920,71.9,4,0.227,,,,,, -2001,6,26,17,30,730,70,363,4,32,920,72.4,3.5,0.227,,,,,, -2001,6,26,18,30,523,47,152,4,29,920,73.2,2.4,0.227,,,,,, -2001,6,26,19,30,0,0,0,7,26,920,76.2,1.6,0.227,,,,,, -2001,6,26,20,30,0,0,0,7,24,920,83.3,1.5,0.227,,,,,, -2001,6,26,21,30,0,0,0,7,23,920,92.1,1.2,0.227,,,,,, -2001,6,26,22,30,0,0,0,7,22,920,101.4,1.1,0.227,,,,,, -2001,6,26,23,30,0,0,0,7,21,920,113.3,0.9,0.227,,,,,, -2001,6,27,0,30,0,0,0,7,21,920,128.6,0.8,0.227,,,,,, -2001,6,27,1,30,0,0,0,7,21,920,146.8,0.6,0.227,,,,,, -2001,6,27,2,30,0,0,0,7,21,920,169.8,0.4,0.227,,,,,, -2001,6,27,3,30,0,0,0,7,21,920,198.8,0.3,0.227,,,,,, -2001,6,27,4,30,0,0,0,6,21,920,236.4,0.3,0.227,,,,,, 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-2003,8,5,3,30,0,0,0,11,22,920,188.4,1.4,0.229,,,,,, -2003,8,5,4,30,0,0,0,11,22,920,192.6,1.4,0.229,,,,,, -2003,8,5,5,30,0,0,0,10,23,920,195.1,1.5,0.229,,,,,, -2003,8,5,6,30,446,39,109,11,26,920,199.9,2,0.229,,,,,, -2003,8,5,7,30,690,66,318,8,29,920,206.2,2.1,0.229,,,,,, -2003,8,5,8,30,793,85,531,7,32,920,200.5,1,0.229,,,,,, -2003,8,5,9,30,246,341,521,7,34,920,80.8,1,0.229,,,,,, -2003,8,5,10,30,889,106,868,8,36,920,52.2,2.1,0.229,,,,,, -2003,8,5,11,30,908,110,962,9,37,920,55.4,2.9,0.229,,,,,, -2003,8,5,12,30,910,114,992,9,37,920,62.6,3.3,0.229,,,,,, -2003,8,5,13,30,901,114,958,9,38,920,72.6,3.6,0.229,,,,,, -2003,8,5,14,30,860,123,859,9,37,920,83.4,3.8,0.229,,,,,, -2003,8,5,15,30,391,302,587,9,36,920,94.2,3.9,0.229,,,,,, -2003,8,5,16,30,586,152,480,9,35,920,103.1,3.9,0.229,,,,,, -2003,8,5,17,30,608,83,304,10,33,920,109.6,3.3,0.229,,,,,, -2003,8,5,18,30,232,49,85,13,30,920,109.9,2.3,0.229,,,,,, -2003,8,5,19,30,0,0,0,14,28,920,110.6,1.9,0.229,,,,,, -2003,8,5,20,30,0,0,0,14,26,920,119.6,1.8,0.229,,,,,, -2003,8,5,21,30,0,0,0,14,25,920,132.6,1.6,0.229,,,,,, -2003,8,5,22,30,0,0,0,13,24,920,143.4,1.6,0.229,,,,,, -2003,8,5,23,30,0,0,0,14,24,920,150.3,1.6,0.229,,,,,, -2003,8,6,0,30,0,0,0,13,23,920,154.7,1.7,0.229,,,,,, -2003,8,6,1,30,0,0,0,13,23,920,159.7,1.7,0.229,,,,,, -2003,8,6,2,30,0,0,0,13,23,920,166.9,1.6,0.229,,,,,, -2003,8,6,3,30,0,0,0,13,23,920,175.5,1.5,0.229,,,,,, -2003,8,6,4,30,0,0,0,13,23,920,182,1.3,0.229,,,,,, -2003,8,6,5,30,0,0,0,13,24,920,180.5,1.6,0.229,,,,,, -2003,8,6,6,30,0,46,46,14,26,920,172.7,2.6,0.229,,,,,, -2003,8,6,7,30,519,97,286,11,29,920,167.4,3.4,0.229,,,,,, -2003,8,6,8,30,485,185,457,11,32,920,169.6,3.6,0.229,,,,,, -2003,8,6,9,30,687,189,689,11,34,920,172.9,3.5,0.229,,,,,, -2003,8,6,10,30,808,154,847,11,35,920,169.5,3.4,0.229,,,,,, -2003,8,6,11,30,557,374,896,11,36,920,165.3,3.3,0.229,,,,,, -2003,8,6,12,30,549,397,927,12,37,920,162,3.2,0.229,,,,,, -2003,8,6,13,30,778,197,926,12,38,920,159.1,3,0.229,,,,,, -2003,8,6,14,30,508,341,776,12,37,920,155.4,2.7,0.229,,,,,, -2003,8,6,15,30,630,214,671,12,37,920,151.8,2.5,0.229,,,,,, -2003,8,6,16,30,649,134,495,12,36,920,148,2.4,0.229,,,,,, -2003,8,6,17,30,41,137,152,12,34,920,148.8,2.1,0.229,,,,,, -2003,8,6,18,30,162,57,81,15,31,920,154.9,1.7,0.229,,,,,, -2003,8,6,19,30,0,0,0,17,29,920,168.7,1.7,0.229,,,,,, -2003,8,6,20,30,0,0,0,17,28,920,181.4,1.6,0.229,,,,,, -2003,8,6,21,30,0,0,0,16,26,920,189.1,1.6,0.229,,,,,, -2003,8,6,22,30,0,0,0,17,24,920,189.9,1.8,0.229,,,,,, -2003,8,6,23,30,0,0,0,17,23,920,190.5,2.3,0.229,,,,,, -2003,8,7,0,30,0,0,0,17,23,920,193.8,2.8,0.229,,,,,, -2003,8,7,1,30,0,0,0,17,23,920,198.9,2.7,0.229,,,,,, -2003,8,7,2,30,0,0,0,18,23,920,205.6,2,0.229,,,,,, -2003,8,7,3,30,0,0,0,18,23,920,215.8,1.3,0.229,,,,,, -2003,8,7,4,30,0,0,0,18,23,920,235.1,1,0.229,,,,,, -2003,8,7,5,30,0,0,0,18,24,920,264.3,1.3,0.229,,,,,, -2003,8,7,6,30,50,54,62,19,26,920,300.8,2.2,0.229,,,,,, -2003,8,7,7,30,526,99,290,18,28,920,331.3,2.9,0.229,,,,,, -2003,8,7,8,30,679,122,501,16,31,920,351.4,2.9,0.229,,,,,, -2003,8,7,9,30,749,144,688,16,33,920,0.9,2.5,0.229,,,,,, -2003,8,7,10,30,789,160,834,15,34,920,359.8,2.3,0.229,,,,,, -2003,8,7,11,30,855,138,938,15,35,920,355.4,2.1,0.229,,,,,, -2003,8,7,12,30,860,142,970,15,36,920,356.7,1.9,0.229,,,,,, -2003,8,7,13,30,847,144,936,14,37,920,4.2,1.7,0.229,,,,,, -2003,8,7,14,30,800,153,836,14,37,920,24.9,1.6,0.229,,,,,, -2003,8,7,15,30,79,331,388,14,36,920,51.2,1.8,0.229,,,,,, -2003,8,7,16,30,394,210,429,14,35,920,73.4,2,0.229,,,,,, -2003,8,7,17,30,78,142,170,14,33,920,88.1,1.8,0.229,,,,,, -2003,8,7,18,30,215,54,85,16,31,920,92,1.3,0.229,,,,,, -2003,8,7,19,30,0,0,0,17,29,920,90.4,1.1,0.229,,,,,, -2003,8,7,20,30,0,0,0,17,28,920,85.2,1.1,0.229,,,,,, -2003,8,7,21,30,0,0,0,16,27,920,74.9,1.4,0.229,,,,,, -2003,8,7,22,30,0,0,0,16,26,920,63.1,1.9,0.229,,,,,, -2003,8,7,23,30,0,0,0,15,25,920,62,2,0.229,,,,,, -2003,8,8,0,30,0,0,0,15,24,920,69.1,1.8,0.229,,,,,, -2003,8,8,1,30,0,0,0,15,24,920,80.1,1.3,0.229,,,,,, -2003,8,8,2,30,0,0,0,15,23,920,91.5,0.9,0.229,,,,,, -2003,8,8,3,30,0,0,0,16,23,920,105.8,0.7,0.229,,,,,, -2003,8,8,4,30,0,0,0,16,22,920,127.7,0.7,0.229,,,,,, -2003,8,8,5,30,0,0,0,16,23,920,155.2,0.9,0.229,,,,,, -2003,8,8,6,30,240,55,91,16,25,920,176.3,1.6,0.229,,,,,, -2003,8,8,7,30,528,101,292,15,28,920,178.5,2.4,0.229,,,,,, -2003,8,8,8,30,682,125,505,14,31,920,183.1,2.6,0.229,,,,,, -2003,8,8,9,30,769,140,698,13,33,920,198.8,2.4,0.229,,,,,, -2003,8,8,10,30,817,150,848,13,35,920,219.8,1.8,0.229,,,,,, -2003,8,8,11,30,890,124,956,13,36,920,244.7,1.1,0.229,,,,,, -2003,8,8,12,30,895,127,987,12,37,920,293.9,0.9,0.229,,,,,, -2003,8,8,13,30,882,129,952,12,38,920,354.9,1.5,0.229,,,,,, -2003,8,8,14,30,852,129,854,12,38,920,22.1,2.3,0.229,,,,,, -2003,8,8,15,30,791,128,699,11,37,920,41.5,3.2,0.229,,,,,, -2003,8,8,16,30,59,231,263,11,36,920,55.7,3.8,0.229,,,,,, -2003,8,8,17,30,0,23,23,11,34,920,65.7,3.9,0.229,,,,,, -2003,8,8,18,30,0,6,6,14,31,920,71.6,3.3,0.229,,,,,, -2003,8,8,19,30,0,0,0,15,29,920,73.1,2.5,0.229,,,,,, -2003,8,8,20,30,0,0,0,15,27,920,76.6,2,0.229,,,,,, -2003,8,8,21,30,0,0,0,15,26,920,83.8,1.6,0.229,,,,,, -2003,8,8,22,30,0,0,0,15,25,920,93.2,1.2,0.229,,,,,, -2003,8,8,23,30,0,0,0,15,24,920,104.2,1,0.229,,,,,, -2003,8,9,0,30,0,0,0,15,24,920,116,1,0.229,,,,,, -2003,8,9,1,30,0,0,0,15,24,920,126.2,0.9,0.229,,,,,, -2003,8,9,2,30,0,0,0,15,24,920,137.7,0.8,0.229,,,,,, -2003,8,9,3,30,0,0,0,15,24,920,154.1,0.8,0.229,,,,,, -2003,8,9,4,30,0,0,0,15,24,920,175.5,0.8,0.229,,,,,, -2003,8,9,5,30,0,0,0,14,24,920,196.1,0.9,0.229,,,,,, -2003,8,9,6,30,296,44,88,15,26,920,214.1,1.3,0.229,,,,,, -2003,8,9,7,30,219,140,218,13,29,920,210.5,1.9,0.229,,,,,, -2003,8,9,8,30,222,243,366,12,32,920,187.8,2.3,0.229,,,,,, -2003,8,9,9,30,826,111,708,12,35,920,191.7,2.1,0.229,,,,,, -2003,8,9,10,30,867,119,859,12,36,920,199.7,1.8,0.229,,,,,, -2003,8,9,11,30,897,120,956,12,37,920,206.4,1.3,0.229,,,,,, -2003,8,9,12,30,903,122,989,11,38,920,215.6,0.7,0.229,,,,,, -2003,8,9,13,30,894,121,955,11,39,920,235.9,0.3,0.229,,,,,, -2003,8,9,14,30,867,120,856,11,39,920,21.6,0.8,0.229,,,,,, -2003,8,9,15,30,454,272,598,11,38,920,57.2,1.8,0.229,,,,,, -2003,8,9,16,30,674,122,493,11,37,920,73.1,2.7,0.229,,,,,, -2003,8,9,17,30,582,85,291,11,35,920,86,3.1,0.229,,,,,, -2003,8,9,18,30,61,49,57,13,32,920,90.5,3,0.229,,,,,, -2003,8,9,19,30,0,0,0,14,30,920,93,2.7,0.229,,,,,, -2003,8,9,20,30,0,0,0,14,29,920,103.7,2.4,0.229,,,,,, -2003,8,9,21,30,0,0,0,14,28,920,118.3,2,0.229,,,,,, -2003,8,9,22,30,0,0,0,14,27,920,131.5,1.8,0.229,,,,,, -2003,8,9,23,30,0,0,0,15,26,920,142.5,1.6,0.229,,,,,, -2003,8,10,0,30,0,0,0,15,25,920,153.5,1.6,0.229,,,,,, -2003,8,10,1,30,0,0,0,16,25,920,164.5,1.5,0.229,,,,,, -2003,8,10,2,30,0,0,0,16,25,920,175,1.4,0.229,,,,,, -2003,8,10,3,30,0,0,0,15,25,920,183,1.2,0.229,,,,,, -2003,8,10,4,30,0,0,0,15,25,920,188.8,1.1,0.229,,,,,, -2003,8,10,5,30,0,0,0,14,25,920,194.3,1.2,0.229,,,,,, 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-2003,8,10,23,30,0,0,0,16,26,920,223.7,4.5,0.229,,,,,, -2003,8,11,0,30,0,0,0,17,25,920,235.6,4.5,0.229,,,,,, -2003,8,11,1,30,0,0,0,17,25,920,241.3,3.8,0.229,,,,,, -2003,8,11,2,30,0,0,0,17,24,920,240.3,2.8,0.229,,,,,, -2003,8,11,3,30,0,0,0,17,24,920,231.2,2.2,0.229,,,,,, -2003,8,11,4,30,0,0,0,17,24,920,223.5,2.2,0.229,,,,,, -2003,8,11,5,30,0,0,0,17,24,920,223.2,2.8,0.229,,,,,, -2003,8,11,6,30,0,40,40,17,26,920,227.7,3.6,0.229,,,,,, -2003,8,11,7,30,118,143,185,17,28,920,230.5,4.2,0.229,,,,,, -2003,8,11,8,30,389,210,425,16,31,920,240.2,4.5,0.229,,,,,, -2003,8,11,9,30,612,219,660,15,33,920,247.8,4.3,0.229,,,,,, -2003,8,11,10,30,488,343,758,15,35,920,253.2,4.1,0.229,,,,,, -2003,8,11,11,30,500,400,866,15,36,920,257.2,3.9,0.229,,,,,, -2003,8,11,12,30,465,437,882,14,37,920,259.5,3.6,0.229,,,,,, -2003,8,11,13,30,482,407,854,14,37,920,260.6,3,0.229,,,,,, -2003,8,11,14,30,492,340,756,14,37,920,262.5,2.4,0.229,,,,,, -2003,8,11,15,30,285,326,530,13,37,920,269.1,1.8,0.229,,,,,, -2003,8,11,16,30,555,157,459,13,36,920,281.1,1.3,0.229,,,,,, -2003,8,11,17,30,491,96,267,13,35,920,303.4,0.8,0.229,,,,,, -2003,8,11,18,30,214,48,77,16,33,920,346.2,0.6,0.229,,,,,, -2003,8,11,19,30,0,0,0,16,31,920,28.1,0.6,0.229,,,,,, -2003,8,11,20,30,0,0,0,15,30,920,51.3,0.5,0.229,,,,,, -2003,8,11,21,30,0,0,0,15,29,920,62.1,0.3,0.229,,,,,, -2003,8,11,22,30,0,0,0,15,28,920,21.2,0.4,0.229,,,,,, -2003,8,11,23,30,0,0,0,14,27,920,317.5,0.7,0.229,,,,,, -2003,8,12,0,30,0,0,0,14,26,920,317.5,0.8,0.229,,,,,, -2003,8,12,1,30,0,0,0,14,26,920,319.8,0.8,0.229,,,,,, -2003,8,12,2,30,0,0,0,13,25,920,323.1,0.9,0.229,,,,,, -2003,8,12,3,30,0,0,0,13,25,920,328.9,0.9,0.229,,,,,, -2003,8,12,4,30,0,0,0,13,24,920,336.8,1,0.229,,,,,, -2003,8,12,5,30,0,0,0,13,24,920,345.7,1.4,0.229,,,,,, -2003,8,12,6,30,268,44,82,14,26,920,354.9,2.2,0.229,,,,,, -2003,8,12,7,30,522,102,287,14,30,920,6.6,2.6,0.229,,,,,, -2003,8,12,8,30,676,129,501,13,33,920,12.4,2.5,0.229,,,,,, -2003,8,12,9,30,768,142,695,13,34,920,7.1,2.2,0.229,,,,,, -2003,8,12,10,30,822,149,846,13,36,920,355.9,2.3,0.229,,,,,, -2003,8,12,11,30,870,138,946,13,37,920,349,2.4,0.229,,,,,, -2003,8,12,12,30,875,140,976,13,38,920,348.5,2.5,0.229,,,,,, -2003,8,12,13,30,863,139,939,13,38,920,352.2,2.5,0.229,,,,,, -2003,8,12,14,30,826,140,837,13,38,920,2.4,2.5,0.229,,,,,, -2003,8,12,15,30,766,136,681,13,37,920,19.4,2.6,0.229,,,,,, -2003,8,12,16,30,408,201,422,13,36,920,37.7,2.7,0.229,,,,,, -2003,8,12,17,30,504,99,272,14,35,920,55,2.5,0.226,,,,,, -2003,8,12,18,30,214,48,76,15,33,920,68.7,2.3,0.226,,,,,, -2003,8,12,19,30,0,0,0,16,31,920,78.7,2.3,0.226,,,,,, -2003,8,12,20,30,0,0,0,17,30,920,87.3,2.2,0.226,,,,,, -2003,8,12,21,30,0,0,0,18,29,920,99.4,1.7,0.226,,,,,, -2003,8,12,22,30,0,0,0,18,28,920,109.3,1.1,0.226,,,,,, -2003,8,12,23,30,0,0,0,18,27,920,116.8,0.8,0.226,,,,,, -2003,8,13,0,30,0,0,0,19,27,920,149.5,1,0.226,,,,,, -2003,8,13,1,30,0,0,0,19,27,920,206.2,2,0.226,,,,,, -2003,8,13,2,30,0,0,0,19,26,920,219,3.3,0.226,,,,,, -2003,8,13,3,30,0,0,0,19,25,920,218.3,3.7,0.226,,,,,, -2003,8,13,4,30,0,0,0,19,25,920,219.4,2.5,0.226,,,,,, -2003,8,13,5,30,0,0,0,19,25,920,237.3,1.3,0.226,,,,,, -2003,8,13,6,30,145,56,76,19,25,920,263.2,1.5,0.226,,,,,, -2003,8,13,7,30,439,117,271,18,27,920,253.6,2.4,0.226,,,,,, -2003,8,13,8,30,170,244,337,17,29,920,236.6,3.2,0.226,,,,,, -2003,8,13,9,30,710,162,672,17,31,920,243.7,3.5,0.226,,,,,, -2003,8,13,10,30,749,182,817,17,32,920,261.5,2.9,0.226,,,,,, -2003,8,13,11,30,170,477,636,17,32,920,268.8,2.2,0.226,,,,,, -2003,8,13,12,30,23,354,377,17,31,920,241.8,2.3,0.226,,,,,, -2003,8,13,13,30,12,214,225,18,30,920,210.8,3.1,0.226,,,,,, -2003,8,13,14,30,62,371,424,18,29,920,202.6,3.8,0.226,,,,,, -2003,8,13,15,30,229,334,496,18,29,920,206.2,3.8,0.226,,,,,, -2003,8,13,16,30,33,209,227,18,28,920,215.2,3.2,0.226,,,,,, -2003,8,13,17,30,29,125,135,18,27,920,225.7,2.1,0.226,,,,,, -2003,8,13,18,30,0,36,36,19,26,920,233.8,1.4,0.226,,,,,, -2003,8,13,19,30,0,0,0,20,26,920,229.3,1.4,0.226,,,,,, -2003,8,13,20,30,0,0,0,20,25,920,225.7,1.6,0.226,,,,,, -2003,8,13,21,30,0,0,0,20,25,920,220.3,1.6,0.226,,,,,, -2003,8,13,22,30,0,0,0,20,24,920,222.4,2,0.226,,,,,, -2003,8,13,23,30,0,0,0,20,24,920,234.9,2.2,0.226,,,,,, -2003,8,14,0,30,0,0,0,19,23,920,245.8,2.1,0.226,,,,,, -2003,8,14,1,30,0,0,0,19,23,920,249.5,1.9,0.226,,,,,, -2003,8,14,2,30,0,0,0,19,23,920,258.7,1.5,0.226,,,,,, -2003,8,14,3,30,0,0,0,18,22,920,260.8,1.4,0.226,,,,,, -2003,8,14,4,30,0,0,0,18,22,920,254.1,1.7,0.226,,,,,, -2003,8,14,5,30,0,0,0,18,22,920,247.4,2.3,0.226,,,,,, -2003,8,14,6,30,0,5,5,18,22,930,242.5,3.2,0.226,,,,,, -2003,8,14,7,30,179,138,201,17,22,930,238.1,3.8,0.226,,,,,, -2003,8,14,8,30,383,226,435,15,23,930,238.3,4.1,0.226,,,,,, -2003,8,14,9,30,583,228,646,14,24,930,236.6,4,0.226,,,,,, -2003,8,14,10,30,663,239,800,13,26,930,237.3,3.2,0.226,,,,,, -2003,8,14,11,30,565,320,844,13,27,920,249.6,2.7,0.226,,,,,, -2003,8,14,12,30,21,337,357,13,28,920,279.9,2.8,0.226,,,,,, -2003,8,14,13,30,588,312,855,14,29,920,300.9,2.9,0.226,,,,,, -2003,8,14,14,30,129,417,526,14,28,920,314.2,2.3,0.226,,,,,, -2003,8,14,15,30,105,331,406,14,28,920,333,1.5,0.226,,,,,, -2003,8,14,16,30,0,21,21,15,27,920,23.9,0.9,0.226,,,,,, -2003,8,14,17,30,0,11,11,16,25,920,88.7,0.7,0.226,,,,,, -2003,8,14,18,30,0,6,6,18,24,920,147,0.7,0.226,,,,,, -2003,8,14,19,30,0,0,0,18,24,920,188.6,0.8,0.226,,,,,, -2003,8,14,20,30,0,0,0,18,23,920,219.8,0.8,0.226,,,,,, -2003,8,14,21,30,0,0,0,17,23,920,241.7,1.1,0.226,,,,,, -2003,8,14,22,30,0,0,0,17,22,920,248.8,1.6,0.226,,,,,, -2003,8,14,23,30,0,0,0,16,22,920,254.3,1.8,0.226,,,,,, -2003,8,15,0,30,0,0,0,15,21,920,262.8,1.9,0.226,,,,,, -2003,8,15,1,30,0,0,0,14,21,920,270,2,0.226,,,,,, -2003,8,15,2,30,0,0,0,13,20,920,272.1,2.6,0.226,,,,,, -2003,8,15,3,30,0,0,0,12,19,920,285.5,2.4,0.226,,,,,, -2003,8,15,4,30,0,0,0,14,19,920,285.4,1.6,0.226,,,,,, -2003,8,15,5,30,0,0,0,14,19,920,270.4,2,0.226,,,,,, -2003,8,15,6,30,0,1,1,13,20,920,260.9,2.9,0.226,,,,,, -2003,8,15,7,30,0,69,69,13,21,920,265.4,3.6,0.226,,,,,, -2003,8,15,8,30,0,141,141,13,23,920,284.5,4.1,0.226,,,,,, -2003,8,15,9,30,6,183,188,13,25,920,300.6,4.3,0.226,,,,,, -2003,8,15,10,30,5,158,163,14,26,920,308.6,4.2,0.226,,,,,, -2003,8,15,11,30,11,209,220,14,27,930,315.4,3.8,0.226,,,,,, -2003,8,15,12,30,47,428,473,15,27,920,323.6,3.4,0.226,,,,,, -2003,8,15,13,30,15,271,286,15,26,920,330.7,3.2,0.226,,,,,, -2003,8,15,14,30,20,296,313,16,26,920,335.1,2.9,0.226,,,,,, -2003,8,15,15,30,169,336,455,16,25,920,345.3,2.3,0.226,,,,,, -2003,8,15,16,30,162,236,323,16,24,920,358.2,1.6,0.226,,,,,, -2003,8,15,17,30,438,100,247,16,23,920,358.3,0.8,0.226,,,,,, -2003,8,15,18,30,232,42,71,17,22,920,350.2,0.4,0.226,,,,,, -2003,8,15,19,30,0,0,0,17,21,920,339.6,0.4,0.226,,,,,, -2003,8,15,20,30,0,0,0,17,21,930,329.9,0.4,0.226,,,,,, -2003,8,15,21,30,0,0,0,17,20,930,293.6,0.5,0.226,,,,,, -2003,8,15,22,30,0,0,0,17,20,930,261.4,0.7,0.226,,,,,, -2003,8,15,23,30,0,0,0,17,19,930,251.9,0.8,0.226,,,,,, -2003,8,16,0,30,0,0,0,16,19,930,250.8,0.8,0.226,,,,,, -2003,8,16,1,30,0,0,0,16,19,920,244.4,0.8,0.226,,,,,, -2003,8,16,2,30,0,0,0,15,19,920,236.1,0.7,0.226,,,,,, -2003,8,16,3,30,0,0,0,15,19,920,235.9,0.7,0.226,,,,,, -2003,8,16,4,30,0,0,0,15,18,920,245,0.7,0.226,,,,,, -2003,8,16,5,30,0,0,0,15,19,920,255.4,1,0.226,,,,,, -2003,8,16,6,30,97,47,60,15,21,930,261.4,1.7,0.226,,,,,, -2003,8,16,7,30,573,85,283,14,23,930,270.7,2.1,0.226,,,,,, -2003,8,16,8,30,719,106,497,13,26,930,315,2.4,0.226,,,,,, -2003,8,16,9,30,801,118,689,13,28,930,344.4,2.7,0.226,,,,,, -2003,8,16,10,30,848,125,839,13,30,920,4.5,3,0.226,,,,,, -2003,8,16,11,30,858,138,930,13,31,920,18.9,3.4,0.226,,,,,, -2003,8,16,12,30,869,137,961,13,32,920,29.4,3.6,0.226,,,,,, -2003,8,16,13,30,864,132,926,13,33,920,37.8,3.6,0.226,,,,,, -2003,8,16,14,30,516,326,757,13,32,920,46.6,3.5,0.226,,,,,, -2003,8,16,15,30,788,120,674,13,31,920,56.8,3.1,0.226,,,,,, -2003,8,16,16,30,711,103,481,13,30,920,68.1,2.7,0.226,,,,,, -2003,8,16,17,30,569,79,268,13,29,920,84.2,1.9,0.226,,,,,, -2003,8,16,18,30,266,38,70,16,27,920,104.7,1.1,0.226,,,,,, -2003,8,16,19,30,0,0,0,17,26,920,128.6,0.9,0.226,,,,,, -2003,8,16,20,30,0,0,0,16,25,920,148.9,1,0.226,,,,,, -2003,8,16,21,30,0,0,0,16,24,920,169.6,1,0.226,,,,,, -2003,8,16,22,30,0,0,0,15,24,920,190.9,1,0.226,,,,,, -2003,8,16,23,30,0,0,0,15,23,920,212.4,1,0.226,,,,,, -2003,8,17,0,30,0,0,0,15,22,920,229.8,1.1,0.226,,,,,, -2003,8,17,1,30,0,0,0,15,21,920,240.1,1.2,0.226,,,,,, -2003,8,17,2,30,0,0,0,15,21,920,244.5,1.4,0.226,,,,,, -2003,8,17,3,30,0,0,0,15,20,920,246.1,1.6,0.226,,,,,, -2003,8,17,4,30,0,0,0,15,20,920,247.4,1.8,0.226,,,,,, -2003,8,17,5,30,0,0,0,15,21,920,249.4,2.4,0.226,,,,,, -2003,8,17,6,30,294,43,81,15,23,920,251.9,3.2,0.226,,,,,, -2003,8,17,7,30,584,83,284,15,27,920,260.5,3.4,0.226,,,,,, -2003,8,17,8,30,740,100,501,14,30,920,283,3,0.226,,,,,, -2003,8,17,9,30,815,114,694,14,32,920,299.5,2.6,0.226,,,,,, -2003,8,17,10,30,857,123,844,14,33,920,315.6,2.2,0.226,,,,,, -2003,8,17,11,30,875,132,938,13,34,920,332.6,1.8,0.226,,,,,, -2003,8,17,12,30,881,134,969,12,35,920,350.8,1.5,0.226,,,,,, -2003,8,17,13,30,872,133,932,12,36,920,8.2,1.4,0.226,,,,,, -2003,8,17,14,30,855,122,835,12,36,920,29.2,1.3,0.226,,,,,, -2003,8,17,15,30,809,114,680,12,35,920,51.4,1.4,0.226,,,,,, -2003,8,17,16,30,730,99,484,12,34,920,71.8,1.5,0.226,,,,,, -2003,8,17,17,30,447,96,243,12,32,920,84.9,1.3,0.226,,,,,, -2003,8,17,18,30,281,36,69,16,30,920,91.5,0.9,0.226,,,,,, -2003,8,17,19,30,0,0,0,17,28,920,96.3,0.7,0.226,,,,,, -2003,8,17,20,30,0,0,0,17,27,920,107.3,0.6,0.226,,,,,, -2003,8,17,21,30,0,0,0,17,26,920,129.9,0.5,0.226,,,,,, -2003,8,17,22,30,0,0,0,17,26,920,163.7,0.5,0.226,,,,,, -2003,8,17,23,30,0,0,0,17,26,920,201.2,0.6,0.226,,,,,, -2003,8,18,0,30,0,0,0,16,26,920,221.9,0.7,0.226,,,,,, -2003,8,18,1,30,0,0,0,16,25,920,231.2,0.7,0.226,,,,,, -2003,8,18,2,30,0,0,0,16,25,920,240.5,0.8,0.226,,,,,, -2003,8,18,3,30,0,0,0,16,24,920,247.4,0.9,0.226,,,,,, -2003,8,18,4,30,0,0,0,16,23,920,251.8,1,0.226,,,,,, -2003,8,18,5,30,0,0,0,16,23,920,256.3,1.2,0.226,,,,,, -2003,8,18,6,30,304,41,80,17,25,920,258.2,1.9,0.226,,,,,, -2003,8,18,7,30,61,133,154,16,29,920,265.5,2.3,0.226,,,,,, -2003,8,18,8,30,0,128,128,14,32,920,278.3,2,0.226,,,,,, -2003,8,18,9,30,204,337,482,14,34,920,296.4,1.8,0.226,,,,,, -2003,8,18,10,30,848,124,836,14,35,920,322,1.9,0.226,,,,,, -2003,8,18,11,30,852,141,925,14,36,920,344.3,2.1,0.226,,,,,, -2003,8,18,12,30,838,157,950,13,36,920,0.2,2.4,0.226,,,,,, -2003,8,18,13,30,814,164,909,13,35,920,14.6,2.4,0.226,,,,,, -2003,8,18,14,30,0,67,67,14,33,920,26.7,2.3,0.226,,,,,, -2003,8,18,15,30,0,51,51,15,31,920,40.1,2,0.226,,,,,, -2003,8,18,16,30,0,70,70,16,29,920,50.2,1.7,0.226,,,,,, -2003,8,18,17,30,0,47,47,17,27,920,56.5,1.3,0.226,,,,,, -2003,8,18,18,30,0,21,21,18,25,920,62.7,0.9,0.226,,,,,, -2003,8,18,19,30,0,0,0,19,23,920,76,0.9,0.226,,,,,, -2003,8,18,20,30,0,0,0,19,23,920,82.5,1,0.226,,,,,, -2003,8,18,21,30,0,0,0,19,23,920,78.6,1.1,0.226,,,,,, -2003,8,18,22,30,0,0,0,19,22,920,66.7,1.2,0.226,,,,,, -2003,8,18,23,30,0,0,0,19,22,920,42.4,1.7,0.226,,,,,, -2003,8,19,0,30,0,0,0,19,22,920,25.4,2.1,0.226,,,,,, -2003,8,19,1,30,0,0,0,19,22,920,13.4,2.1,0.226,,,,,, -2003,8,19,2,30,0,0,0,19,22,920,1.3,1.9,0.226,,,,,, -2003,8,19,3,30,0,0,0,20,22,920,349.7,1.3,0.226,,,,,, -2003,8,19,4,30,0,0,0,20,22,920,341.4,0.6,0.226,,,,,, -2003,8,19,5,30,0,0,0,20,22,920,298.7,0.3,0.226,,,,,, -2003,8,19,6,30,25,44,47,20,22,920,240.5,0.5,0.226,,,,,, -2003,8,19,7,30,94,135,168,20,22,920,271,1.1,0.226,,,,,, -2003,8,19,8,30,307,221,387,19,24,920,313.6,1.7,0.226,,,,,, -2003,8,19,9,30,598,201,625,18,26,920,337.1,2.3,0.226,,,,,, -2003,8,19,10,30,119,415,515,17,27,920,353.3,2.5,0.226,,,,,, -2003,8,19,11,30,11,208,218,17,28,920,4,2.6,0.226,,,,,, -2003,8,19,12,30,18,308,325,16,29,920,13.8,2.7,0.226,,,,,, -2003,8,19,13,30,52,416,464,16,29,920,24.8,2.6,0.226,,,,,, -2003,8,19,14,30,298,393,640,16,29,920,35.7,2.5,0.226,,,,,, -2003,8,19,15,30,591,197,607,16,28,920,48.6,2.4,0.226,,,,,, -2003,8,19,16,30,713,99,471,16,27,920,63.6,2.3,0.226,,,,,, -2003,8,19,17,30,478,88,242,16,26,920,78.7,1.8,0.226,,,,,, -2003,8,19,18,30,171,35,53,17,25,920,91.5,1.2,0.226,,,,,, -2003,8,19,19,30,0,0,0,18,23,920,103.7,0.9,0.226,,,,,, -2003,8,19,20,30,0,0,0,18,23,920,112.7,0.7,0.226,,,,,, -2003,8,19,21,30,0,0,0,18,23,920,124.2,0.5,0.226,,,,,, -2003,8,19,22,30,0,0,0,18,22,920,152.3,0.4,0.226,,,,,, -2003,8,19,23,30,0,0,0,18,22,920,213.4,0.5,0.226,,,,,, -2003,8,20,0,30,0,0,0,17,22,920,244,0.6,0.226,,,,,, -2003,8,20,1,30,0,0,0,17,21,920,248.9,0.7,0.226,,,,,, -2003,8,20,2,30,0,0,0,17,21,920,243.9,0.7,0.226,,,,,, -2003,8,20,3,30,0,0,0,17,21,920,238.4,0.7,0.226,,,,,, -2003,8,20,4,30,0,0,0,17,21,920,240.8,0.7,0.226,,,,,, -2003,8,20,5,30,0,0,0,17,21,920,247.5,0.8,0.226,,,,,, -2003,8,20,6,30,296,38,75,17,23,920,250.8,0.8,0.226,,,,,, -2003,8,20,7,30,430,103,249,16,26,920,233.7,0.6,0.226,,,,,, -2003,8,20,8,30,743,94,493,15,28,920,143.2,0.5,0.226,,,,,, -2003,8,20,9,30,187,337,469,15,30,920,101.6,0.5,0.226,,,,,, -2003,8,20,10,30,479,336,736,15,31,920,43.6,0.9,0.226,,,,,, -2003,8,20,11,30,653,269,868,14,32,920,29.8,1.3,0.226,,,,,, -2003,8,20,12,30,457,427,857,14,33,920,29.4,1.8,0.226,,,,,, -2003,8,20,13,30,508,384,847,14,33,920,34.4,2.1,0.226,,,,,, -2003,8,20,14,30,817,138,813,14,32,920,45.7,2.2,0.226,,,,,, -2003,8,20,15,30,546,229,606,14,32,920,61.6,2.2,0.226,,,,,, -2003,8,20,16,30,452,179,414,14,31,920,76.8,2,0.226,,,,,, -2003,8,20,17,30,17,112,118,14,29,920,87.6,1.5,0.225,,,,,, -2003,8,20,18,30,0,14,14,16,27,920,95.7,1.1,0.225,,,,,, -2003,8,20,19,30,0,0,0,16,26,920,108.1,1.1,0.225,,,,,, -2003,8,20,20,30,0,0,0,16,25,920,121.1,1,0.225,,,,,, -2003,8,20,21,30,0,0,0,16,24,920,133.1,1,0.225,,,,,, -2003,8,20,22,30,0,0,0,16,24,920,144.1,1,0.225,,,,,, -2003,8,20,23,30,0,0,0,15,23,920,154.6,1,0.225,,,,,, -2003,8,21,0,30,0,0,0,15,23,920,164,1,0.225,,,,,, -2003,8,21,1,30,0,0,0,15,22,920,173.1,0.9,0.225,,,,,, -2003,8,21,2,30,0,0,0,14,22,920,178.3,0.8,0.225,,,,,, -2003,8,21,3,30,0,0,0,14,22,920,177.9,0.7,0.225,,,,,, -2003,8,21,4,30,0,0,0,14,21,920,167.5,0.6,0.225,,,,,, -2003,8,21,5,30,0,0,0,14,21,920,159.9,0.6,0.225,,,,,, -2003,8,21,6,30,0,16,16,14,23,920,173,1.1,0.225,,,,,, -2003,8,21,7,30,125,134,177,14,26,920,179.2,1.5,0.225,,,,,, -2003,8,21,8,30,244,230,361,14,29,920,182.4,1.3,0.225,,,,,, -2003,8,21,9,30,776,128,675,14,31,920,178.3,0.9,0.225,,,,,, -2003,8,21,10,30,557,310,775,14,33,920,165.8,0.5,0.225,,,,,, -2003,8,21,11,30,482,397,839,14,34,920,97.6,0.5,0.225,,,,,, -2003,8,21,12,30,481,419,870,14,35,920,55.2,1.1,0.225,,,,,, -2003,8,21,13,30,499,387,840,14,35,920,56.4,1.8,0.225,,,,,, -2003,8,21,14,30,542,309,756,14,34,920,71.8,2.6,0.225,,,,,, -2003,8,21,15,30,460,256,573,14,33,920,85.3,3.4,0.225,,,,,, -2003,8,21,16,30,407,188,398,14,32,920,96.2,3.6,0.225,,,,,, -2003,8,21,17,30,321,108,209,14,31,920,104.2,3,0.225,,,,,, -2003,8,21,18,30,95,36,45,15,29,920,108.2,2.2,0.225,,,,,, -2003,8,21,19,30,0,0,0,16,27,920,117.2,1.9,0.225,,,,,, -2003,8,21,20,30,0,0,0,16,26,920,126.3,1.6,0.225,,,,,, -2003,8,21,21,30,0,0,0,16,26,920,133.7,1.3,0.225,,,,,, -2003,8,21,22,30,0,0,0,16,25,920,138.1,1.1,0.225,,,,,, -2003,8,21,23,30,0,0,0,16,25,920,143.5,1,0.225,,,,,, -2003,8,22,0,30,0,0,0,17,24,920,147.7,0.9,0.225,,,,,, -2003,8,22,1,30,0,0,0,17,24,920,151.6,0.9,0.225,,,,,, -2003,8,22,2,30,0,0,0,17,23,920,159.9,0.9,0.225,,,,,, -2003,8,22,3,30,0,0,0,17,23,920,169.2,1,0.225,,,,,, -2003,8,22,4,30,0,0,0,17,23,920,175.6,1.1,0.225,,,,,, -2003,8,22,5,30,0,0,0,17,23,920,180.7,1.3,0.225,,,,,, -2003,8,22,6,30,0,17,17,17,24,920,186.6,2.1,0.225,,,,,, -2003,8,22,7,30,0,85,85,17,27,920,189.8,2.8,0.225,,,,,, -2003,8,22,8,30,729,100,489,16,30,920,197.7,2.3,0.225,,,,,, -2003,8,22,9,30,805,115,681,15,32,920,213.5,1.4,0.225,,,,,, -2003,8,22,10,30,846,125,830,14,34,920,245.4,0.9,0.225,,,,,, -2003,8,22,11,30,870,129,924,14,35,920,330.5,1.2,0.225,,,,,, -2003,8,22,12,30,871,135,952,14,36,920,6.5,1.9,0.225,,,,,, -2003,8,22,13,30,852,140,911,13,37,920,21.3,2.5,0.225,,,,,, -2003,8,22,14,30,838,125,813,13,36,920,40.9,2.8,0.225,,,,,, -2003,8,22,15,30,787,117,656,14,35,920,61.7,2.9,0.225,,,,,, -2003,8,22,16,30,413,186,397,14,34,920,79.9,2.9,0.225,,,,,, -2003,8,22,17,30,0,11,11,15,31,920,96,2.5,0.225,,,,,, -2003,8,22,18,30,0,16,16,16,29,920,109.7,2,0.225,,,,,, -2003,8,22,19,30,0,0,0,17,28,920,122.4,1.7,0.225,,,,,, -2003,8,22,20,30,0,0,0,17,26,920,133.3,1.5,0.225,,,,,, -2003,8,22,21,30,0,0,0,17,25,920,143.6,1.4,0.225,,,,,, -2003,8,22,22,30,0,0,0,17,24,920,154.9,1.3,0.225,,,,,, -2003,8,22,23,30,0,0,0,17,24,920,166.3,1.3,0.225,,,,,, -2003,8,23,0,30,0,0,0,17,23,920,178,1.4,0.225,,,,,, -2003,8,23,1,30,0,0,0,17,23,920,189.1,1.5,0.225,,,,,, -2003,8,23,2,30,0,0,0,17,22,920,199.9,1.6,0.225,,,,,, -2003,8,23,3,30,0,0,0,16,22,920,211.5,1.6,0.225,,,,,, -2003,8,23,4,30,0,0,0,15,22,920,224.1,1.5,0.225,,,,,, -2003,8,23,5,30,0,0,0,15,22,920,238.4,1.7,0.225,,,,,, -2003,8,23,6,30,292,38,73,15,24,920,255,2.5,0.225,,,,,, -2003,8,23,7,30,593,78,276,14,28,920,265.3,3.2,0.225,,,,,, -2003,8,23,8,30,734,101,492,13,31,920,287.4,3.4,0.225,,,,,, -2003,8,23,9,30,813,115,685,14,34,920,303.4,3.4,0.225,,,,,, -2003,8,23,10,30,857,123,836,13,35,920,310.9,3.3,0.225,,,,,, -2003,8,23,11,30,891,120,932,13,36,920,321,3,0.225,,,,,, -2003,8,23,12,30,892,124,959,13,37,920,333.1,2.5,0.225,,,,,, -2003,8,23,13,30,875,127,919,13,36,920,350.9,2.3,0.225,,,,,, -2003,8,23,14,30,836,129,813,13,35,920,16.7,2.4,0.225,,,,,, -2003,8,23,15,30,772,126,653,13,34,920,39.2,2.7,0.225,,,,,, -2003,8,23,16,30,674,112,455,14,33,920,52.1,2.7,0.225,,,,,, -2003,8,23,17,30,215,116,182,15,31,920,60.4,2.2,0.225,,,,,, -2003,8,23,18,30,59,31,37,18,29,920,66.1,1.6,0.225,,,,,, -2003,8,23,19,30,0,0,0,19,27,920,76.9,1.2,0.225,,,,,, -2003,8,23,20,30,0,0,0,19,25,920,95.8,1.1,0.225,,,,,, -2003,8,23,21,30,0,0,0,19,25,920,113.1,0.9,0.225,,,,,, -2003,8,23,22,30,0,0,0,20,24,920,116.3,0.7,0.225,,,,,, -2003,8,23,23,30,0,0,0,19,23,920,104.9,0.5,0.225,,,,,, -2003,8,24,0,30,0,0,0,19,22,920,92.3,0.4,0.225,,,,,, -2003,8,24,1,30,0,0,0,19,22,920,85.2,0.3,0.225,,,,,, -2003,8,24,2,30,0,0,0,19,21,920,107.6,0.3,0.225,,,,,, -2003,8,24,3,30,0,0,0,18,21,920,191.8,0.5,0.225,,,,,, -2003,8,24,4,30,0,0,0,18,21,920,216.3,0.7,0.225,,,,,, -2003,8,24,5,30,0,0,0,17,21,920,230.4,1.2,0.225,,,,,, -2003,8,24,6,30,161,41,60,17,23,920,240.9,2.1,0.225,,,,,, -2003,8,24,7,30,381,108,234,16,25,920,248.6,2.6,0.225,,,,,, -2003,8,24,8,30,449,186,424,15,28,920,267.1,2.8,0.225,,,,,, -2003,8,24,9,30,553,231,619,14,31,920,281.7,2.9,0.225,,,,,, -2003,8,24,10,30,839,134,830,14,32,920,288.9,2.9,0.225,,,,,, -2003,8,24,11,30,861,141,923,13,34,920,295.1,2.7,0.225,,,,,, -2003,8,24,12,30,867,142,951,13,35,920,301.6,2.4,0.225,,,,,, -2003,8,24,13,30,851,143,911,13,35,920,309.4,1.8,0.225,,,,,, -2003,8,24,14,30,846,124,813,13,35,920,323.5,1,0.225,,,,,, -2003,8,24,15,30,783,120,653,13,34,920,6.9,0.8,0.225,,,,,, -2003,8,24,16,30,38,198,218,13,33,920,76.7,1.3,0.225,,,,,, -2003,8,24,17,30,0,4,4,15,30,920,98.6,1.6,0.225,,,,,, -2003,8,24,18,30,0,7,7,18,28,920,103.4,1.7,0.225,,,,,, -2003,8,24,19,30,0,0,0,19,26,920,109.5,1.8,0.225,,,,,, -2003,8,24,20,30,0,0,0,19,26,920,119.4,1.7,0.225,,,,,, -2003,8,24,21,30,0,0,0,20,25,920,135.7,1.4,0.225,,,,,, -2003,8,24,22,30,0,0,0,20,24,920,156,1.3,0.225,,,,,, -2003,8,24,23,30,0,0,0,19,24,920,174.4,1.3,0.225,,,,,, -2003,8,25,0,30,0,0,0,19,23,920,186.9,1.4,0.225,,,,,, -2003,8,25,1,30,0,0,0,19,22,920,197.7,1.5,0.225,,,,,, -2003,8,25,2,30,0,0,0,18,22,920,208.9,1.5,0.225,,,,,, -2003,8,25,3,30,0,0,0,18,22,920,221.2,1.4,0.225,,,,,, -2003,8,25,4,30,0,0,0,18,22,920,235.1,1.3,0.225,,,,,, -2003,8,25,5,30,0,0,0,17,22,920,250.4,1.5,0.225,,,,,, -2003,8,25,6,30,298,35,70,18,24,920,263.8,2.1,0.225,,,,,, -2003,8,25,7,30,603,73,272,17,27,920,276.2,2.6,0.225,,,,,, -2003,8,25,8,30,744,94,487,15,30,920,290,2.6,0.225,,,,,, -2003,8,25,9,30,816,109,679,15,31,920,285.5,2.5,0.225,,,,,, -2003,8,25,10,30,856,120,828,15,32,920,283.3,2.2,0.225,,,,,, -2003,8,25,11,30,877,126,921,15,33,920,286.2,1.8,0.225,,,,,, -2003,8,25,12,30,873,134,947,15,34,920,293.6,1.3,0.225,,,,,, -2003,8,25,13,30,853,139,906,15,34,920,309.6,0.7,0.225,,,,,, -2003,8,25,14,30,824,134,803,15,33,920,25.1,0.9,0.225,,,,,, -2003,8,25,15,30,765,127,644,15,32,920,76.6,1.7,0.225,,,,,, -2003,8,25,16,30,674,109,447,16,31,920,86.2,2.3,0.225,,,,,, -2003,8,25,17,30,4,101,102,17,29,920,89.5,2.4,0.225,,,,,, -2003,8,25,18,30,0,13,13,20,27,920,89.6,2.2,0.225,,,,,, -2003,8,25,19,30,0,0,0,20,25,920,90.4,2,0.225,,,,,, -2003,8,25,20,30,0,0,0,20,25,920,96.5,1.7,0.225,,,,,, -2003,8,25,21,30,0,0,0,20,24,920,108.7,1.4,0.225,,,,,, -2003,8,25,22,30,0,0,0,20,24,920,122.2,1.2,0.225,,,,,, -2003,8,25,23,30,0,0,0,20,23,920,130.3,1,0.225,,,,,, -2003,8,26,0,30,0,0,0,19,23,920,126.1,0.9,0.225,,,,,, -2003,8,26,1,30,0,0,0,19,23,920,106.6,0.7,0.225,,,,,, -2003,8,26,2,30,0,0,0,18,22,920,93.1,0.5,0.225,,,,,, -2003,8,26,3,30,0,0,0,18,22,920,80.9,0.4,0.225,,,,,, -2003,8,26,4,30,0,0,0,18,22,920,62.3,0.4,0.225,,,,,, -2003,8,26,5,30,0,0,0,18,22,920,29.3,0.8,0.225,,,,,, -2003,8,26,6,30,196,40,62,18,23,920,12.9,1.5,0.225,,,,,, -2003,8,26,7,30,260,121,207,17,25,920,10.1,1.9,0.225,,,,,, -2003,8,26,8,30,452,185,423,15,28,920,10.9,1.8,0.225,,,,,, -2003,8,26,9,30,761,134,664,15,30,920,1,1.7,0.225,,,,,, -2003,8,26,10,30,813,142,813,15,31,920,342.1,1.9,0.225,,,,,, -2003,8,26,11,30,817,163,902,15,32,920,334.6,2.4,0.225,,,,,, -2003,8,26,12,30,824,164,930,15,33,920,336.1,2.8,0.225,,,,,, -2003,8,26,13,30,808,165,889,15,33,920,341.7,2.9,0.225,,,,,, -2003,8,26,14,30,814,135,794,15,32,920,349.1,2.8,0.225,,,,,, 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-1999,9,30,12,30,960,103,888,4,33,920,148.6,2,0.215,,,,,, -1999,9,30,13,30,948,100,833,3,34,920,137.4,2.4,0.215,,,,,, -1999,9,30,14,30,918,93,712,2,33,920,131.6,2.7,0.215,,,,,, -1999,9,30,15,30,858,83,535,2,32,920,130.5,2.8,0.215,,,,,, -1999,9,30,16,30,740,66,320,2,30,920,131.3,2.2,0.215,,,,,, -2003,9,30,17,30,401,39,92,9,30,920,73.1,0.9,0.217,,,,,, -2003,9,30,18,30,0,0,0,11,27,920,98.4,1,0.217,,,,,, -2003,9,30,19,30,0,0,0,11,25,920,115.8,1.1,0.217,,,,,, -2003,9,30,20,30,0,0,0,11,23,920,137.3,1,0.217,,,,,, -2003,9,30,21,30,0,0,0,11,23,920,163.3,0.9,0.217,,,,,, -2003,9,30,22,30,0,0,0,10,23,920,193,0.9,0.217,,,,,, -2003,9,30,23,30,0,0,0,10,22,920,225.5,1,0.217,,,,,, -2003,10,1,0,30,0,0,0,9,22,920,251.8,1.1,0.217,,,,,, -2003,10,1,1,30,0,0,0,9,21,920,271,1.1,0.217,,,,,, -2003,10,1,2,30,0,0,0,9,21,920,286.4,1.2,0.217,,,,,, -2003,10,1,3,30,0,0,0,8,21,920,297.3,1.3,0.217,,,,,, -2003,10,1,4,30,0,0,0,8,20,920,304.6,1.4,0.217,,,,,, -2003,10,1,5,30,0,0,0,8,19,920,307.7,1.4,0.217,,,,,, -2003,10,1,6,30,110,13,17,8,20,920,308.3,1.8,0.217,,,,,, -2003,10,1,7,30,562,64,203,11,23,920,307.3,2.6,0.217,,,,,, -2003,10,1,8,30,754,86,421,9,27,920,313.8,3.4,0.217,,,,,, -2003,10,1,9,30,842,100,614,9,31,920,328.9,4,0.217,,,,,, -2003,10,1,10,30,890,108,759,8,34,920,329.8,4.2,0.217,,,,,, -2003,10,1,11,30,914,112,844,7,35,920,328.5,4.1,0.217,,,,,, -2003,10,1,12,30,922,111,861,6,36,920,327.2,3.8,0.217,,,,,, -2003,10,1,13,30,914,106,809,5,36,920,327.4,3.3,0.217,,,,,, -2003,10,1,14,30,863,109,686,4,36,920,329.3,2.7,0.217,,,,,, -2003,10,1,15,30,802,94,513,3,35,920,334.9,2,0.217,,,,,, -2003,10,1,16,30,676,74,303,3,32,920,346.4,1.2,0.217,,,,,, -2003,10,1,17,30,399,38,90,11,29,920,20.3,0.7,0.217,,,,,, -2003,10,1,18,30,0,0,0,9,27,920,66.3,0.6,0.217,,,,,, -2003,10,1,19,30,0,0,0,9,26,920,101,0.6,0.217,,,,,, -2003,10,1,20,30,0,0,0,9,24,920,138.9,0.6,0.217,,,,,, -2003,10,1,21,30,0,0,0,10,23,920,165.7,0.5,0.217,,,,,, -2003,10,1,22,30,0,0,0,10,22,920,184.6,0.3,0.217,,,,,, -2003,10,1,23,30,0,0,0,9,22,920,257.6,0.5,0.217,,,,,, -2003,10,2,0,30,0,0,0,9,21,920,335.2,1.1,0.217,,,,,, -2003,10,2,1,30,0,0,0,8,20,920,343.4,1.3,0.217,,,,,, -2003,10,2,2,30,0,0,0,8,20,920,338.7,1.3,0.217,,,,,, -2003,10,2,3,30,0,0,0,8,19,920,327.7,1.3,0.217,,,,,, -2003,10,2,4,30,0,0,0,8,19,920,319.9,1.4,0.217,,,,,, -2003,10,2,5,30,0,0,0,9,18,920,315.9,1.4,0.217,,,,,, -2003,10,2,6,30,91,13,15,9,19,920,314.2,1.5,0.217,,,,,, -2003,10,2,7,30,533,65,195,10,23,920,313.2,2.2,0.217,,,,,, -2003,10,2,8,30,715,92,408,9,27,920,319.5,2.7,0.217,,,,,, -2003,10,2,9,30,358,256,473,10,30,920,351.2,2.7,0.217,,,,,, -2003,10,2,10,30,299,341,559,10,31,920,12.7,2.7,0.217,,,,,, -2003,10,2,11,30,271,391,607,10,32,920,29,3,0.217,,,,,, -2003,10,2,12,30,313,389,643,9,32,920,40.8,3.4,0.217,,,,,, -2003,10,2,13,30,428,319,646,9,32,920,48.4,3.9,0.217,,,,,, -2003,10,2,14,30,393,280,541,9,31,920,52.6,4.1,0.217,,,,,, -2003,10,2,15,30,492,175,430,9,30,920,55.1,4.1,0.217,,,,,, -2003,10,2,16,30,372,114,238,10,29,920,56.7,3.4,0.217,,,,,, -2003,10,2,17,30,156,46,65,11,26,920,59.4,2.3,0.217,,,,,, -2003,10,2,18,30,0,0,0,13,24,920,64.9,1.7,0.217,,,,,, -2003,10,2,19,30,0,0,0,13,23,920,64.3,1.6,0.217,,,,,, -2003,10,2,20,30,0,0,0,13,23,920,60,1.4,0.217,,,,,, -2003,10,2,21,30,0,0,0,13,22,920,55.3,1.2,0.217,,,,,, -2003,10,2,22,30,0,0,0,13,21,920,50.5,1.1,0.217,,,,,, -2003,10,2,23,30,0,0,0,13,20,920,44.5,1.1,0.217,,,,,, -2003,10,3,0,30,0,0,0,13,20,920,39.5,1,0.217,,,,,, -2003,10,3,1,30,0,0,0,13,19,920,33.3,1,0.217,,,,,, -2003,10,3,2,30,0,0,0,13,19,920,20.4,1,0.217,,,,,, -2003,10,3,3,30,0,0,0,12,18,920,8.8,1,0.217,,,,,, -2003,10,3,4,30,0,0,0,12,18,920,0.4,1,0.217,,,,,, -2003,10,3,5,30,0,0,0,13,18,920,354.2,1,0.217,,,,,, -2003,10,3,6,30,128,12,16,13,19,920,348.3,1.7,0.217,,,,,, -2003,10,3,7,30,605,54,200,13,22,920,347.5,3,0.217,,,,,, -2003,10,3,8,30,797,69,419,12,25,920,11.4,4,0.217,,,,,, -2003,10,3,9,30,876,81,610,10,28,920,21.6,4.6,0.217,,,,,, -2003,10,3,10,30,917,89,753,9,29,920,28.8,5,0.217,,,,,, -2003,10,3,11,30,934,95,835,8,30,920,35.1,5.3,0.217,,,,,, -2003,10,3,12,30,935,97,850,8,31,920,39.8,5.6,0.217,,,,,, -2003,10,3,13,30,920,96,796,7,31,920,43.7,5.9,0.217,,,,,, -2003,10,3,14,30,881,94,676,7,30,910,47.4,5.9,0.217,,,,,, -2003,10,3,15,30,814,84,502,6,29,910,50.4,5.5,0.217,,,,,, -2003,10,3,16,30,686,67,292,6,27,920,52.7,4.6,0.217,,,,,, -2003,10,3,17,30,384,35,81,6,24,920,54.9,2.9,0.217,,,,,, -2003,10,3,18,30,0,0,0,8,21,920,58.3,1.5,0.217,,,,,, -2003,10,3,19,30,0,0,0,8,19,920,60.6,1.1,0.217,,,,,, -2003,10,3,20,30,0,0,0,9,18,920,61.5,0.9,0.217,,,,,, -2003,10,3,21,30,0,0,0,9,17,920,59.4,0.8,0.217,,,,,, -2003,10,3,22,30,0,0,0,9,17,920,48.5,0.6,0.217,,,,,, -2003,10,3,23,30,0,0,0,8,16,920,23.6,0.6,0.217,,,,,, -2003,10,4,0,30,0,0,0,8,16,920,358.1,0.6,0.217,,,,,, -2003,10,4,1,30,0,0,0,8,15,920,339.9,0.8,0.217,,,,,, -2003,10,4,2,30,0,0,0,7,15,920,325.2,0.9,0.217,,,,,, -2003,10,4,3,30,0,0,0,7,15,920,315.5,1,0.217,,,,,, -2003,10,4,4,30,0,0,0,7,14,920,310.1,1.1,0.217,,,,,, -2003,10,4,5,30,0,0,0,7,14,920,307,1.1,0.217,,,,,, -2003,10,4,6,30,144,11,15,6,16,920,305.5,1.5,0.217,,,,,, -2003,10,4,7,30,637,51,203,7,20,920,305,2.2,0.217,,,,,, -2003,10,4,8,30,812,68,423,6,24,920,327.6,2.7,0.217,,,,,, -2003,10,4,9,30,890,80,615,6,27,920,356.5,3,0.217,,,,,, -2003,10,4,10,30,931,87,759,6,28,920,22.2,3.5,0.217,,,,,, -2003,10,4,11,30,948,92,841,5,29,920,38.1,4,0.217,,,,,, -2003,10,4,12,30,951,93,855,5,30,920,47,4.5,0.217,,,,,, -2003,10,4,13,30,937,91,799,5,31,920,52.4,4.7,0.217,,,,,, -2003,10,4,14,30,895,89,676,5,30,920,54.3,4.6,0.217,,,,,, -2003,10,4,15,30,828,79,501,5,29,920,55.4,4.4,0.217,,,,,, -2003,10,4,16,30,699,63,290,5,28,920,56,3.5,0.217,,,,,, -2003,10,4,17,30,402,32,78,7,24,920,56.7,2,0.217,,,,,, -2003,10,4,18,30,0,0,0,9,21,920,61.2,1.1,0.217,,,,,, -2003,10,4,19,30,0,0,0,9,20,920,68.1,1,0.217,,,,,, -2003,10,4,20,30,0,0,0,9,20,920,78,0.9,0.217,,,,,, -2003,10,4,21,30,0,0,0,9,20,920,90.7,0.7,0.217,,,,,, -2003,10,4,22,30,0,0,0,9,20,920,109.6,0.3,0.217,,,,,, -2003,10,4,23,30,0,0,0,9,19,920,173.3,0.2,0.217,,,,,, -2003,10,5,0,30,0,0,0,8,18,920,239.5,0.4,0.217,,,,,, -2003,10,5,1,30,0,0,0,8,18,920,250.8,0.5,0.217,,,,,, -2003,10,5,2,30,0,0,0,8,18,920,256.9,0.5,0.217,,,,,, -2003,10,5,3,30,0,0,0,8,17,920,262.9,0.5,0.217,,,,,, -2003,10,5,4,30,0,0,0,8,17,920,268,0.5,0.217,,,,,, -2003,10,5,5,30,0,0,0,8,16,920,275,0.6,0.217,,,,,, -2003,10,5,6,30,131,11,13,8,17,920,281,0.8,0.217,,,,,, -2003,10,5,7,30,627,50,199,10,21,920,286.1,1,0.217,,,,,, -2003,10,5,8,30,808,66,417,9,25,920,317.1,1.4,0.217,,,,,, -2003,10,5,9,30,890,77,608,8,28,920,11.7,1.9,0.217,,,,,, -2003,10,5,10,30,932,83,752,7,29,920,28.4,2.4,0.217,,,,,, -2003,10,5,11,30,945,90,833,7,30,920,40.1,3,0.217,,,,,, -2003,10,5,12,30,948,91,847,7,31,920,50,3.4,0.217,,,,,, -2003,10,5,13,30,935,89,791,7,32,920,57.9,3.6,0.217,,,,,, -2003,10,5,14,30,895,87,669,7,31,920,65,3.6,0.217,,,,,, -2003,10,5,15,30,830,77,495,7,30,920,71.5,3.4,0.217,,,,,, -2003,10,5,16,30,702,61,285,7,29,920,77.3,2.5,0.217,,,,,, -2003,10,5,17,30,402,31,74,9,25,920,83.6,1.4,0.217,,,,,, -2003,10,5,18,30,0,0,0,11,22,920,95.5,1,0.217,,,,,, -2003,10,5,19,30,0,0,0,10,22,920,108.7,1,0.217,,,,,, -2003,10,5,20,30,0,0,0,10,22,920,122.1,1,0.217,,,,,, -2003,10,5,21,30,0,0,0,9,21,920,137.2,1,0.217,,,,,, -2003,10,5,22,30,0,0,0,8,21,920,156,1,0.217,,,,,, -2003,10,5,23,30,0,0,0,8,20,920,176.5,1,0.217,,,,,, -2003,10,6,0,30,0,0,0,8,19,920,195.8,1,0.217,,,,,, -2003,10,6,1,30,0,0,0,8,18,920,211.3,1.1,0.217,,,,,, -2003,10,6,2,30,0,0,0,8,17,920,222.8,1.1,0.217,,,,,, -2003,10,6,3,30,0,0,0,7,17,920,232.4,1.1,0.217,,,,,, -2003,10,6,4,30,0,0,0,7,16,920,240.9,1.2,0.217,,,,,, -2003,10,6,5,30,0,0,0,6,16,920,249.1,1.2,0.217,,,,,, -2003,10,6,6,30,0,10,13,6,18,920,257.5,1.6,0.217,,,,,, -2003,10,6,7,30,644,47,197,6,21,920,266.1,2.3,0.217,,,,,, -2003,10,6,8,30,813,64,414,5,25,920,276.6,2.6,0.217,,,,,, -2003,10,6,9,30,887,75,603,7,29,920,327.9,2.9,0.217,,,,,, -2003,10,6,10,30,472,275,613,8,31,920,349.8,3.2,0.217,,,,,, -2003,10,6,11,30,461,316,677,9,32,920,3.5,3.3,0.217,,,,,, -2003,10,6,12,30,249,394,592,9,32,920,19.1,3.4,0.217,,,,,, -2003,10,6,13,30,113,366,451,9,32,920,38.8,3.4,0.217,,,,,, -2003,10,6,14,30,282,296,479,9,31,920,64.3,3.4,0.217,,,,,, -2003,10,6,15,30,405,188,390,9,29,920,88.7,3.5,0.217,,,,,, -2003,10,6,16,30,29,118,127,9,27,920,109.3,3.1,0.217,,,,,, -2003,10,6,17,30,0,31,31,9,24,920,124.6,2.5,0.217,,,,,, -2003,10,6,18,30,0,0,0,10,22,920,139.9,2.3,0.217,,,,,, -2003,10,6,19,30,0,0,0,10,21,920,155,2.5,0.217,,,,,, -2003,10,6,20,30,0,0,0,11,20,920,170.1,2.2,0.217,,,,,, -2003,10,6,21,30,0,0,0,11,19,920,182,1.7,0.217,,,,,, -2003,10,6,22,30,0,0,0,12,19,920,201.4,1.8,0.217,,,,,, -2003,10,6,23,30,0,0,0,11,19,920,223.9,2,0.217,,,,,, -2003,10,7,0,30,0,0,0,11,18,920,251,1.8,0.217,,,,,, -2003,10,7,1,30,0,0,0,11,18,920,273.9,1.3,0.217,,,,,, -2003,10,7,2,30,0,0,0,12,18,920,255.8,1.5,0.217,,,,,, -2003,10,7,3,30,0,0,0,12,18,920,217.2,2.4,0.217,,,,,, -2003,10,7,4,30,0,0,0,13,17,920,212.3,2.7,0.217,,,,,, -2003,10,7,5,30,0,0,0,13,17,920,221,2.3,0.217,,,,,, -2003,10,7,6,30,0,0,0,13,17,920,230.8,2.4,0.217,,,,,, -2003,10,7,7,30,0,3,3,13,19,920,243.6,3,0.217,,,,,, -2003,10,7,8,30,46,171,191,12,21,920,273.7,3,0.217,,,,,, -2003,10,7,9,30,60,257,293,12,22,920,306.5,2.7,0.217,,,,,, -2003,10,7,10,30,0,112,112,12,24,920,340.6,2.6,0.217,,,,,, -2003,10,7,11,30,17,265,278,12,25,920,10.1,2.8,0.217,,,,,, -2003,10,7,12,30,15,260,272,12,26,920,23,2.9,0.217,,,,,, -2003,10,7,13,30,26,290,309,12,25,920,28.4,2.9,0.217,,,,,, -2003,10,7,14,30,7,190,195,13,24,910,28.1,2.5,0.217,,,,,, -2003,10,7,15,30,0,88,88,13,24,910,26.8,2,0.217,,,,,, -2003,10,7,16,30,0,69,69,13,23,910,20.3,1.3,0.217,,,,,, -2003,10,7,17,30,0,2,2,14,22,920,4.5,0.7,0.215,,,,,, -2003,10,7,18,30,0,0,0,16,20,920,313.6,0.4,0.215,,,,,, -2003,10,7,19,30,0,0,0,16,20,920,274,0.5,0.215,,,,,, -2003,10,7,20,30,0,0,0,16,19,920,260.9,0.7,0.215,,,,,, -2003,10,7,21,30,0,0,0,16,19,920,261.2,0.8,0.215,,,,,, -2003,10,7,22,30,0,0,0,16,19,920,267.9,0.9,0.215,,,,,, -2003,10,7,23,30,0,0,0,16,18,920,275.1,1,0.215,,,,,, -2003,10,8,0,30,0,0,0,16,18,920,280.2,1,0.215,,,,,, -2003,10,8,1,30,0,0,0,16,17,920,284.4,1,0.215,,,,,, -2003,10,8,2,30,0,0,0,16,17,920,288.7,1,0.215,,,,,, -2003,10,8,3,30,0,0,0,15,17,920,291,0.9,0.215,,,,,, -2003,10,8,4,30,0,0,0,15,16,920,289.2,0.9,0.215,,,,,, -2003,10,8,5,30,0,0,0,15,16,920,286,0.9,0.215,,,,,, -2003,10,8,6,30,0,0,0,15,17,920,283.2,1.4,0.215,,,,,, -2003,10,8,7,30,591,48,184,15,19,920,280.3,1.9,0.215,,,,,, -2003,10,8,8,30,786,63,396,15,22,920,295.4,1.8,0.215,,,,,, -2003,10,8,9,30,868,73,583,14,25,920,308.7,1.6,0.215,,,,,, -2003,10,8,10,30,911,80,724,13,27,920,315.9,1.6,0.215,,,,,, -2003,10,8,11,30,896,103,797,13,28,920,326.7,1.7,0.215,,,,,, -2003,10,8,12,30,897,105,809,13,29,920,340,1.8,0.215,,,,,, -2003,10,8,13,30,877,105,752,13,29,920,352.8,1.7,0.215,,,,,, -2003,10,8,14,30,821,106,630,13,29,910,8.7,1.6,0.215,,,,,, -2003,10,8,15,30,740,95,458,13,28,910,22.6,1.6,0.215,,,,,, -2003,10,8,16,30,590,74,254,13,27,920,36,1.5,0.215,,,,,, -2003,10,8,17,30,261,32,57,14,25,920,48.6,1.1,0.215,,,,,, -2003,10,8,18,30,0,0,0,16,23,920,62.1,0.8,0.215,,,,,, -2003,10,8,19,30,0,0,0,15,22,920,72.5,0.7,0.215,,,,,, -2003,10,8,20,30,0,0,0,15,22,920,89.3,0.7,0.215,,,,,, -2003,10,8,21,30,0,0,0,14,21,920,118.2,0.7,0.215,,,,,, -2003,10,8,22,30,0,0,0,14,20,920,147.3,0.7,0.215,,,,,, -2003,10,8,23,30,0,0,0,14,20,920,176.9,0.8,0.215,,,,,, -2003,10,9,0,30,0,0,0,14,19,920,212.5,0.9,0.215,,,,,, -2003,10,9,1,30,0,0,0,14,19,920,230,1.1,0.215,,,,,, -2003,10,9,2,30,0,0,0,14,18,920,231.6,1.1,0.215,,,,,, -2003,10,9,3,30,0,0,0,14,18,920,241.2,1,0.215,,,,,, -2003,10,9,4,30,0,0,0,14,18,920,258.4,1,0.215,,,,,, -2003,10,9,5,30,0,0,0,14,18,920,272.3,1,0.215,,,,,, -2003,10,9,6,30,0,0,0,14,19,920,269.7,1.6,0.215,,,,,, -2003,10,9,7,30,574,49,179,15,21,920,257.5,2.7,0.215,,,,,, -2003,10,9,8,30,95,179,219,15,24,920,259.2,3.9,0.215,,,,,, -2003,10,9,9,30,310,255,436,15,27,920,271.9,4.8,0.215,,,,,, -2003,10,9,10,30,561,242,636,14,28,920,280.1,5.1,0.215,,,,,, -2003,10,9,11,30,0,103,103,13,29,920,287.1,5,0.215,,,,,, -2003,10,9,12,30,15,254,266,13,30,920,291.5,4.6,0.215,,,,,, -2003,10,9,13,30,12,226,235,13,29,920,295.4,3.9,0.215,,,,,, -2003,10,9,14,30,0,65,65,14,28,920,304,3,0.215,,,,,, -2003,10,9,15,30,258,207,333,14,26,920,320.4,2.3,0.215,,,,,, -2003,10,9,16,30,139,120,162,15,25,920,345.7,1.9,0.215,,,,,, -2003,10,9,17,30,35,30,33,17,23,920,5.5,1.8,0.215,,,,,, -2003,10,9,18,30,0,0,0,18,21,920,12.1,1.8,0.215,,,,,, -2003,10,9,19,30,0,0,0,18,20,920,11.4,1.9,0.215,,,,,, -2003,10,9,20,30,0,0,0,18,20,920,19.2,1.9,0.215,,,,,, -2003,10,9,21,30,0,0,0,17,19,920,29.2,1.7,0.215,,,,,, -2003,10,9,22,30,0,0,0,18,19,920,31.7,1.6,0.215,,,,,, -2003,10,9,23,30,0,0,0,18,18,920,32.9,1.4,0.215,,,,,, -2003,10,10,0,30,0,0,0,18,18,920,36,1.2,0.215,,,,,, -2003,10,10,1,30,0,0,0,17,17,920,36.7,0.9,0.215,,,,,, -2003,10,10,2,30,0,0,0,17,17,920,34.3,0.7,0.215,,,,,, -2003,10,10,3,30,0,0,0,17,17,920,29.5,0.6,0.215,,,,,, -2003,10,10,4,30,0,0,0,16,16,920,15,0.5,0.215,,,,,, -2003,10,10,5,30,0,0,0,16,16,920,347.9,0.5,0.215,,,,,, -2003,10,10,6,30,0,0,0,16,16,920,318.4,0.8,0.215,,,,,, -2003,10,10,7,30,93,85,106,17,18,920,302.8,1.4,0.215,,,,,, -2003,10,10,8,30,808,63,402,16,20,920,301.2,1.8,0.215,,,,,, -2003,10,10,9,30,897,71,592,15,22,920,315.2,2.1,0.215,,,,,, -2003,10,10,10,30,149,343,447,13,24,920,334.5,2.3,0.215,,,,,, -2003,10,10,11,30,936,92,809,12,25,920,349.5,2.4,0.215,,,,,, -2003,10,10,12,30,939,92,821,11,26,920,1.2,2.3,0.215,,,,,, -2003,10,10,13,30,924,90,763,10,27,910,10.2,2.2,0.215,,,,,, -2003,10,10,14,30,880,87,640,9,27,910,17.9,2.2,0.215,,,,,, -2003,10,10,15,30,805,78,465,9,26,910,26.4,2.1,0.215,,,,,, -2003,10,10,16,30,657,62,256,9,25,910,34.5,1.7,0.215,,,,,, -2003,10,10,17,30,299,28,53,11,22,910,44.5,1.2,0.215,,,,,, -2003,10,10,18,30,0,0,0,13,20,920,62.4,1,0.215,,,,,, -2003,10,10,19,30,0,0,0,13,18,920,79.6,0.9,0.215,,,,,, -2003,10,10,20,30,0,0,0,13,18,920,99.4,0.8,0.215,,,,,, -2003,10,10,21,30,0,0,0,13,17,920,125.1,0.8,0.215,,,,,, -2003,10,10,22,30,0,0,0,14,17,920,151.6,0.8,0.215,,,,,, -2003,10,10,23,30,0,0,0,14,17,920,175.9,0.9,0.215,,,,,, -2003,10,11,0,30,0,0,0,14,16,920,192.8,1,0.215,,,,,, -2003,10,11,1,30,0,0,0,15,16,920,200.7,1,0.215,,,,,, -2003,10,11,2,30,0,0,0,15,16,920,205.9,1,0.215,,,,,, -2003,10,11,3,30,0,0,0,15,16,920,211.3,1,0.215,,,,,, -2003,10,11,4,30,0,0,0,15,15,920,219.5,1,0.215,,,,,, -2003,10,11,5,30,0,0,0,15,15,920,228.7,1,0.215,,,,,, -2003,10,11,6,30,0,0,0,16,16,920,235.4,1.5,0.215,,,,,, -2003,10,11,7,30,495,61,171,16,18,920,239.8,2.2,0.215,,,,,, -2003,10,11,8,30,684,93,378,17,21,920,240.1,2.5,0.215,,,,,, -2003,10,11,9,30,797,105,566,16,24,920,258.4,2.6,0.215,,,,,, -2003,10,11,10,30,857,111,707,14,26,920,275.7,2.5,0.215,,,,,, -2003,10,11,11,30,897,107,790,13,28,920,283.9,2.4,0.215,,,,,, -2003,10,11,12,30,900,107,802,12,29,920,287.6,2.2,0.215,,,,,, -2003,10,11,13,30,885,103,745,11,30,920,289.1,1.9,0.215,,,,,, -2003,10,11,14,30,851,95,625,10,30,920,284.9,1.5,0.215,,,,,, -2003,10,11,15,30,779,82,453,10,29,920,276.5,1,0.215,,,,,, -2003,10,11,16,30,639,62,248,10,27,920,256.5,0.4,0.215,,,,,, -2003,10,11,17,30,296,26,50,12,24,920,163.1,0.4,0.215,,,,,, -2003,10,11,18,30,0,0,0,13,22,920,126.9,0.7,0.215,,,,,, -2003,10,11,19,30,0,0,0,14,20,920,141.9,0.8,0.215,,,,,, -2003,10,11,20,30,0,0,0,14,20,920,168.1,0.9,0.215,,,,,, -2003,10,11,21,30,0,0,0,14,19,920,196.6,1,0.215,,,,,, -2003,10,11,22,30,0,0,0,14,19,920,222,1.2,0.215,,,,,, -2003,10,11,23,30,0,0,0,13,18,920,240.7,1.4,0.215,,,,,, -2003,10,12,0,30,0,0,0,13,18,920,253.5,1.8,0.215,,,,,, -2003,10,12,1,30,0,0,0,12,18,920,260.9,2.4,0.215,,,,,, -2003,10,12,2,30,0,0,0,12,18,920,263,2.8,0.215,,,,,, -2003,10,12,3,30,0,0,0,12,17,920,260,3,0.215,,,,,, -2003,10,12,4,30,0,0,0,12,17,920,257.1,3.2,0.215,,,,,, -2003,10,12,5,30,0,0,0,13,17,920,256.4,3.3,0.215,,,,,, -2003,10,12,6,30,0,0,0,13,18,920,254.5,3.8,0.215,,,,,, -2003,10,12,7,30,524,56,170,14,20,920,254.5,4.8,0.215,,,,,, -2003,10,12,8,30,740,76,381,13,23,920,263.3,5.2,0.215,,,,,, -2003,10,12,9,30,833,89,567,12,26,920,267.9,4.9,0.215,,,,,, -2003,10,12,10,30,884,96,708,11,28,920,271.6,4.3,0.215,,,,,, -2003,10,12,11,30,914,96,789,11,29,920,277.3,3.5,0.215,,,,,, -2003,10,12,12,30,920,95,801,11,30,920,286.1,2.6,0.215,,,,,, -2003,10,12,13,30,907,92,745,10,31,920,299.4,1.6,0.215,,,,,, -2003,10,12,14,30,864,89,624,10,31,920,313.7,0.8,0.215,,,,,, -2003,10,12,15,30,792,78,451,10,30,920,319.3,0.3,0.215,,,,,, -2003,10,12,16,30,646,60,245,10,29,920,188,0.3,0.215,,,,,, -2003,10,12,17,30,284,25,47,13,26,920,180.3,0.4,0.215,,,,,, -2003,10,12,18,30,0,0,0,13,24,920,191,0.5,0.215,,,,,, -2003,10,12,19,30,0,0,0,13,23,920,212.8,0.7,0.215,,,,,, -2003,10,12,20,30,0,0,0,12,22,920,239.1,0.8,0.215,,,,,, -2003,10,12,21,30,0,0,0,12,22,920,259.4,0.9,0.215,,,,,, -2003,10,12,22,30,0,0,0,12,22,920,276,1,0.215,,,,,, -2003,10,12,23,30,0,0,0,11,22,920,287.5,1.1,0.215,,,,,, -2003,10,13,0,30,0,0,0,11,22,920,292.8,1,0.215,,,,,, -2003,10,13,1,30,0,0,0,11,21,920,291.5,0.9,0.215,,,,,, -2003,10,13,2,30,0,0,0,11,21,920,286.8,0.9,0.215,,,,,, -2003,10,13,3,30,0,0,0,11,21,920,279.7,0.8,0.215,,,,,, -2003,10,13,4,30,0,0,0,11,20,920,271.8,0.8,0.215,,,,,, -2003,10,13,5,30,0,0,0,11,20,920,263.7,0.8,0.215,,,,,, -2003,10,13,6,30,0,0,0,11,20,920,252.5,0.7,0.215,,,,,, -2003,10,13,7,30,590,48,175,12,22,920,232.5,0.9,0.215,,,,,, -2003,10,13,8,30,780,68,387,11,25,920,205.8,1.5,0.215,,,,,, -2003,10,13,9,30,868,80,576,10,27,920,161.9,1.9,0.215,,,,,, -2003,10,13,10,30,914,88,717,10,29,920,158.5,1.8,0.215,,,,,, -2003,10,13,11,30,935,92,797,9,30,920,151.8,1.8,0.215,,,,,, -2003,10,13,12,30,937,93,808,9,30,920,141.4,2,0.215,,,,,, -2003,10,13,13,30,921,91,751,9,31,920,134.4,2.4,0.215,,,,,, -2003,10,13,14,30,872,91,626,8,30,920,133.9,2.7,0.215,,,,,, -2003,10,13,15,30,795,80,451,8,29,920,135.5,2.8,0.215,,,,,, -2003,10,13,16,30,641,62,243,7,27,920,137.6,2.2,0.215,,,,,, -2003,10,13,17,30,288,24,44,9,24,920,140.6,1.4,0.215,,,,,, -2003,10,13,18,30,0,0,0,10,21,920,148.4,1.3,0.215,,,,,, -2003,10,13,19,30,0,0,0,10,21,920,161.4,1.3,0.215,,,,,, -2003,10,13,20,30,0,0,0,10,20,920,172.7,1.4,0.215,,,,,, -2003,10,13,21,30,0,0,0,10,19,920,180.3,1.3,0.215,,,,,, -2003,10,13,22,30,0,0,0,9,19,920,184.6,1.3,0.215,,,,,, -2003,10,13,23,30,0,0,0,9,18,920,187.1,1.3,0.215,,,,,, -2003,10,14,0,30,0,0,0,9,18,920,189.3,1.3,0.215,,,,,, -2003,10,14,1,30,0,0,0,9,18,920,191,1.3,0.215,,,,,, -2003,10,14,2,30,0,0,0,8,18,920,195.6,1.3,0.215,,,,,, -2003,10,14,3,30,0,0,0,8,18,920,203,1.3,0.215,,,,,, -2003,10,14,4,30,0,0,0,8,17,920,212.7,1.2,0.215,,,,,, -2003,10,14,5,30,0,0,0,8,17,920,226.6,1.2,0.215,,,,,, -2003,10,14,6,30,0,0,0,7,17,920,244.8,1.6,0.215,,,,,, -2003,10,14,7,30,605,48,176,9,20,920,263.4,2.6,0.215,,,,,, -2003,10,14,8,30,795,68,391,7,24,920,274.4,3.6,0.215,,,,,, -2003,10,14,9,30,880,80,580,4,27,920,290.3,3.6,0.215,,,,,, -2003,10,14,10,30,923,88,720,3,29,920,305,3.1,0.215,,,,,, -2003,10,14,11,30,935,95,797,3,30,920,323.9,2.5,0.215,,,,,, -2003,10,14,12,30,933,97,806,4,31,920,350.3,2.1,0.215,,,,,, -2003,10,14,13,30,912,96,745,5,31,920,18.9,1.9,0.215,,,,,, -2003,10,14,14,30,850,99,618,5,31,920,44.5,1.9,0.215,,,,,, -2003,10,14,15,30,761,90,441,6,30,920,61.8,1.8,0.215,,,,,, -2003,10,14,16,30,593,69,233,6,28,920,70.8,1.3,0.215,,,,,, -2003,10,14,17,30,235,24,40,10,24,920,75.4,0.9,0.215,,,,,, -2003,10,14,18,30,0,0,0,10,22,920,83.5,0.9,0.215,,,,,, -2003,10,14,19,30,0,0,0,10,21,920,98.7,0.9,0.215,,,,,, -2003,10,14,20,30,0,0,0,10,21,920,115.8,0.9,0.215,,,,,, -2003,10,14,21,30,0,0,0,9,21,920,134.8,0.9,0.215,,,,,, -2003,10,14,22,30,0,0,0,8,21,920,156.5,0.9,0.215,,,,,, -2003,10,14,23,30,0,0,0,8,21,920,175,0.9,0.215,,,,,, -2003,10,15,0,30,0,0,0,8,21,920,187.3,0.8,0.215,,,,,, -2003,10,15,1,30,0,0,0,7,21,920,192.5,0.7,0.215,,,,,, -2003,10,15,2,30,0,0,0,7,20,920,192.2,0.6,0.215,,,,,, -2003,10,15,3,30,0,0,0,7,20,920,190.9,0.4,0.215,,,,,, -2003,10,15,4,30,0,0,0,7,20,920,195.6,0.2,0.215,,,,,, -2003,10,15,5,30,0,0,0,6,20,920,239,0,0.215,,,,,, -2003,10,15,6,30,0,0,0,6,20,920,285.4,0,0.215,,,,,, -2003,10,15,7,30,552,51,167,7,22,920,310.7,0.2,0.215,,,,,, -2003,10,15,8,30,755,74,378,6,25,920,83.1,0.8,0.215,,,,,, -2003,10,15,9,30,846,87,564,7,27,920,85.7,1.4,0.215,,,,,, -2003,10,15,10,30,893,95,703,7,28,920,70.6,2,0.215,,,,,, -2003,10,15,11,30,910,101,780,8,29,920,64.5,2.5,0.215,,,,,, -2003,10,15,12,30,907,104,789,8,30,920,65.6,2.8,0.215,,,,,, -2003,10,15,13,30,884,104,730,8,30,920,67.6,3,0.215,,,,,, -2003,10,15,14,30,836,100,607,8,29,920,70.3,3,0.215,,,,,, -2003,10,15,15,30,756,88,433,8,29,920,74,2.8,0.215,,,,,, -2003,10,15,16,30,598,65,228,8,27,920,78.7,2.1,0.215,,,,,, -2003,10,15,17,30,228,22,37,11,24,920,80.8,1.2,0.221,,,,,, -2003,10,15,18,30,0,0,0,12,22,920,86.9,1,0.221,,,,,, -2003,10,15,19,30,0,0,0,11,21,920,100.1,1,0.221,,,,,, -2003,10,15,20,30,0,0,0,11,21,920,115.7,0.9,0.221,,,,,, -2003,10,15,21,30,0,0,0,10,20,920,132.8,0.9,0.221,,,,,, -2003,10,15,22,30,0,0,0,10,20,920,150.3,1,0.221,,,,,, -2003,10,15,23,30,0,0,0,11,19,920,165.4,1,0.221,,,,,, -2003,10,16,0,30,0,0,0,11,19,920,178.5,1,0.221,,,,,, -2003,10,16,1,30,0,0,0,11,19,920,189.2,1,0.221,,,,,, -2003,10,16,2,30,0,0,0,10,19,920,197.1,1,0.221,,,,,, -2003,10,16,3,30,0,0,0,10,18,920,204.2,1.1,0.221,,,,,, -2003,10,16,4,30,0,0,0,10,18,920,211.9,1.1,0.221,,,,,, -2003,10,16,5,30,0,0,0,9,18,920,219.3,1.1,0.221,,,,,, -2003,10,16,6,30,0,0,0,9,18,920,225.6,1.2,0.221,,,,,, -2003,10,16,7,30,548,51,164,10,21,930,230.4,1.8,0.221,,,,,, -2003,10,16,8,30,767,71,377,9,24,930,234.4,2.2,0.221,,,,,, -2003,10,16,9,30,860,83,565,9,27,930,238.5,1.8,0.221,,,,,, -2003,10,16,10,30,909,90,706,9,28,930,260.3,1.4,0.221,,,,,, -2003,10,16,11,30,922,99,783,9,29,930,278.2,1,0.221,,,,,, -2003,10,16,12,30,927,98,794,9,30,920,283.5,0.6,0.221,,,,,, -2003,10,16,13,30,914,94,736,8,31,920,270.2,0.4,0.221,,,,,, -2003,10,16,14,30,883,85,616,8,30,920,196.7,0.5,0.221,,,,,, -2003,10,16,15,30,814,73,442,8,29,920,166.5,0.8,0.221,,,,,, -2003,10,16,16,30,669,55,234,8,27,920,161.1,0.8,0.221,,,,,, -2003,10,16,17,30,263,20,36,10,24,920,153,0.8,0.221,,,,,, -2003,10,16,18,30,0,0,0,11,21,920,153.4,1,0.221,,,,,, -2003,10,16,19,30,0,0,0,10,20,920,169,1.1,0.221,,,,,, -2003,10,16,20,30,0,0,0,9,20,920,190.7,1.1,0.221,,,,,, -2003,10,16,21,30,0,0,0,9,19,930,208.3,1.2,0.221,,,,,, -2003,10,16,22,30,0,0,0,8,18,930,217.5,1.4,0.221,,,,,, -2003,10,16,23,30,0,0,0,8,18,930,222.1,1.5,0.221,,,,,, -2003,10,17,0,30,0,0,0,7,18,930,224.7,1.6,0.221,,,,,, -2003,10,17,1,30,0,0,0,7,18,930,226.9,1.6,0.221,,,,,, -2003,10,17,2,30,0,0,0,6,17,930,230.3,1.6,0.221,,,,,, -2003,10,17,3,30,0,0,0,6,17,920,234.7,1.5,0.221,,,,,, -2003,10,17,4,30,0,0,0,5,17,930,240,1.5,0.221,,,,,, -2003,10,17,5,30,0,0,0,5,16,930,245.4,1.4,0.221,,,,,, -2003,10,17,6,30,0,0,0,5,17,930,250.5,1.4,0.221,,,,,, -2003,10,17,7,30,618,46,171,6,20,930,255.1,2.2,0.221,,,,,, -2003,10,17,8,30,811,66,388,5,24,930,259.4,3.1,0.221,,,,,, -2003,10,17,9,30,900,78,579,3,28,930,275.8,3.3,0.221,,,,,, -2003,10,17,10,30,944,86,722,1,31,930,298.7,3.4,0.221,,,,,, -2003,10,17,11,30,963,91,801,1,32,930,304.9,3.1,0.221,,,,,, -2003,10,17,12,30,965,91,811,1,33,930,306.9,2.8,0.221,,,,,, -2003,10,17,13,30,949,88,751,0,33,920,306.1,2.4,0.221,,,,,, -2003,10,17,14,30,899,87,623,0,33,920,300.5,2.1,0.221,,,,,, -2003,10,17,15,30,824,76,445,0,32,920,290,1.8,0.221,,,,,, -2003,10,17,16,30,668,57,233,1,30,920,278.6,1.3,0.221,,,,,, -2003,10,17,17,30,272,19,34,8,26,920,266.3,1,0.221,,,,,, -2003,10,17,18,30,0,0,0,6,24,920,254.6,1.2,0.221,,,,,, -2003,10,17,19,30,0,0,0,6,22,920,252,1.5,0.221,,,,,, -2003,10,17,20,30,0,0,0,5,20,920,256.8,1.9,0.221,,,,,, -2003,10,17,21,30,0,0,0,5,19,920,261.6,2.2,0.221,,,,,, -2003,10,17,22,30,0,0,0,4,18,920,262.7,2.4,0.221,,,,,, -2003,10,17,23,30,0,0,0,3,18,920,262.5,2.5,0.221,,,,,, -2003,10,18,0,30,0,0,0,3,17,930,262.9,2.6,0.221,,,,,, -2003,10,18,1,30,0,0,0,3,17,930,264.8,2.5,0.221,,,,,, -2003,10,18,2,30,0,0,0,3,16,920,265.9,2.4,0.221,,,,,, -2003,10,18,3,30,0,0,0,3,16,920,267.9,2.3,0.221,,,,,, -2003,10,18,4,30,0,0,0,3,16,920,266.5,2.3,0.221,,,,,, -2003,10,18,5,30,0,0,0,3,16,920,265.5,2.3,0.221,,,,,, -2003,10,18,6,30,0,0,0,3,17,930,266.1,2.6,0.221,,,,,, -2003,10,18,7,30,608,46,168,3,19,930,266.7,3.4,0.221,,,,,, -2003,10,18,8,30,810,66,385,4,23,930,266.4,3.6,0.221,,,,,, -2003,10,18,9,30,899,78,575,5,28,930,280.7,3.5,0.221,,,,,, -2003,10,18,10,30,943,85,717,5,31,930,299.6,3.1,0.221,,,,,, -2003,10,18,11,30,960,91,795,4,32,920,301.1,2.3,0.221,,,,,, -2003,10,18,12,30,961,91,804,3,33,920,300.6,1.5,0.221,,,,,, -2003,10,18,13,30,944,88,743,2,34,920,299.7,0.9,0.221,,,,,, -2003,10,18,14,30,903,83,618,2,33,920,291.7,0.6,0.221,,,,,, -2003,10,18,15,30,829,72,440,2,32,920,258.7,0.6,0.221,,,,,, -2003,10,18,16,30,674,54,229,2,30,920,232,0.6,0.221,,,,,, -2003,10,18,17,30,250,18,31,7,28,920,215.5,0.6,0.221,,,,,, -2003,10,18,18,30,0,0,0,5,26,920,214.4,0.9,0.221,,,,,, -2003,10,18,19,30,0,0,0,5,24,920,226.5,1.1,0.221,,,,,, -2003,10,18,20,30,0,0,0,5,22,920,239.6,1.3,0.221,,,,,, -2003,10,18,21,30,0,0,0,5,20,920,250.4,1.5,0.221,,,,,, -2003,10,18,22,30,0,0,0,5,19,920,256.5,1.6,0.221,,,,,, -2003,10,18,23,30,0,0,0,5,18,920,256.4,1.7,0.221,,,,,, -2003,10,19,0,30,0,0,0,5,17,920,254.8,1.8,0.221,,,,,, -2003,10,19,1,30,0,0,0,5,17,920,253.6,1.9,0.221,,,,,, -2003,10,19,2,30,0,0,0,4,16,920,253.8,1.8,0.221,,,,,, -2003,10,19,3,30,0,0,0,4,16,920,254.4,1.8,0.221,,,,,, -2003,10,19,4,30,0,0,0,4,15,920,254.5,1.7,0.221,,,,,, -2003,10,19,5,30,0,0,0,4,15,920,254.1,1.7,0.221,,,,,, -2003,10,19,6,30,0,0,0,4,16,920,253.6,1.9,0.221,,,,,, -2003,10,19,7,30,644,42,169,4,19,930,253,2.7,0.221,,,,,, -2003,10,19,8,30,839,60,388,4,23,930,253.1,3.3,0.221,,,,,, -2003,10,19,9,30,925,71,579,5,28,930,266.9,3.6,0.221,,,,,, -2003,10,19,10,30,968,77,721,2,31,920,280,3.7,0.221,,,,,, -2003,10,19,11,30,981,84,800,1,32,920,281.6,3.3,0.221,,,,,, -2003,10,19,12,30,983,84,809,0,33,920,280.5,2.9,0.221,,,,,, -2003,10,19,13,30,968,81,749,0,33,920,276.7,2.7,0.221,,,,,, -2003,10,19,14,30,922,80,621,0,33,920,270.6,2.6,0.221,,,,,, -2003,10,19,15,30,848,69,442,0,32,920,263.9,2.4,0.221,,,,,, -2003,10,19,16,30,692,52,229,1,30,920,259.3,1.6,0.221,,,,,, -2003,10,19,17,30,262,17,29,8,26,920,255.4,1.2,0.221,,,,,, -2003,10,19,18,30,0,0,0,5,24,920,253.1,1.3,0.221,,,,,, -2003,10,19,19,30,0,0,0,4,23,920,254.1,1.5,0.221,,,,,, -2003,10,19,20,30,0,0,0,4,21,920,254.9,1.7,0.221,,,,,, -2003,10,19,21,30,0,0,0,4,20,920,253.9,1.8,0.221,,,,,, -2003,10,19,22,30,0,0,0,4,18,920,253.7,1.8,0.221,,,,,, -2003,10,19,23,30,0,0,0,4,17,920,254.6,1.7,0.221,,,,,, -2003,10,20,0,30,0,0,0,4,17,920,255.6,1.7,0.221,,,,,, -2003,10,20,1,30,0,0,0,4,16,920,256.6,1.7,0.221,,,,,, -2003,10,20,2,30,0,0,0,4,16,920,258.6,1.7,0.221,,,,,, -2003,10,20,3,30,0,0,0,3,16,920,261.1,1.6,0.221,,,,,, -2003,10,20,4,30,0,0,0,3,15,920,263.2,1.6,0.221,,,,,, -2003,10,20,5,30,0,0,0,3,15,920,263.9,1.6,0.221,,,,,, -2003,10,20,6,30,0,0,0,3,16,930,263.7,1.6,0.221,,,,,, -2003,10,20,7,30,597,47,163,4,20,930,262.6,2.3,0.221,,,,,, -2003,10,20,8,30,806,68,380,3,24,930,260.4,3,0.221,,,,,, -2003,10,20,9,30,898,80,571,3,28,930,267.6,3.3,0.221,,,,,, -2003,10,20,10,30,945,88,713,1,31,930,276.5,3.8,0.221,,,,,, -2003,10,20,11,30,963,93,792,0,32,920,271.3,3.9,0.221,,,,,, -2003,10,20,12,30,965,94,802,0,33,920,266.1,3.9,0.221,,,,,, -2003,10,20,13,30,949,91,741,0,34,920,261.3,3.8,0.221,,,,,, -2003,10,20,14,30,904,87,614,0,33,920,256.5,3.5,0.221,,,,,, -2003,10,20,15,30,826,76,435,-1,32,920,252,2.9,0.221,,,,,, -2003,10,20,16,30,662,56,222,0,30,920,249.9,1.8,0.221,,,,,, -2003,10,20,17,30,228,17,26,7,27,920,250.2,1.2,0.221,,,,,, -2003,10,20,18,30,0,0,0,3,25,920,253.7,1.3,0.221,,,,,, -2003,10,20,19,30,0,0,0,2,24,920,261.2,1.3,0.221,,,,,, -2003,10,20,20,30,0,0,0,2,23,920,269.7,1.3,0.221,,,,,, -2003,10,20,21,30,0,0,0,1,22,920,275.4,1.4,0.221,,,,,, -2003,10,20,22,30,0,0,0,1,21,920,276.8,1.5,0.221,,,,,, -2003,10,20,23,30,0,0,0,2,19,920,275.1,1.5,0.221,,,,,, -2003,10,21,0,30,0,0,0,2,18,920,272.5,1.5,0.221,,,,,, -2003,10,21,1,30,0,0,0,2,16,920,269.5,1.5,0.221,,,,,, -2003,10,21,2,30,0,0,0,2,16,920,267.3,1.6,0.221,,,,,, -2003,10,21,3,30,0,0,0,2,16,920,265.9,1.6,0.221,,,,,, -2003,10,21,4,30,0,0,0,2,15,920,265.1,1.6,0.221,,,,,, -2003,10,21,5,30,0,0,0,2,15,920,264.8,1.6,0.221,,,,,, -2003,10,21,6,30,0,0,0,2,16,930,263.7,1.6,0.221,,,,,, -2003,10,21,7,30,613,44,161,3,20,930,261.8,2.3,0.221,,,,,, -2003,10,21,8,30,813,65,377,2,24,930,260.5,3.1,0.221,,,,,, -2003,10,21,9,30,908,76,569,2,28,930,266.1,3.7,0.221,,,,,, -2003,10,21,10,30,956,83,712,0,31,930,275.1,4.4,0.221,,,,,, -2003,10,21,11,30,972,89,790,0,32,930,273.3,4.6,0.221,,,,,, -2003,10,21,12,30,975,89,800,-1,33,920,272.4,4.5,0.221,,,,,, -2003,10,21,13,30,960,86,740,-2,33,920,272.3,4.2,0.221,,,,,, -2003,10,21,14,30,908,86,611,-2,33,920,272.1,3.8,0.221,,,,,, -2003,10,21,15,30,833,74,432,-2,32,920,270.3,3.1,0.221,,,,,, -2003,10,21,16,30,672,54,220,-1,29,920,267.2,1.9,0.221,,,,,, -2003,10,21,17,30,229,15,24,6,25,920,261.1,1.2,0.221,,,,,, -2003,10,21,18,30,0,0,0,3,23,920,255,1.3,0.221,,,,,, -2003,10,21,19,30,0,0,0,3,21,920,252.6,1.4,0.221,,,,,, -2003,10,21,20,30,0,0,0,2,19,920,254.2,1.5,0.221,,,,,, -2003,10,21,21,30,0,0,0,1,18,920,256.7,1.6,0.221,,,,,, -2003,10,21,22,30,0,0,0,1,17,920,256.8,1.7,0.221,,,,,, -2003,10,21,23,30,0,0,0,0,17,920,256.2,1.7,0.221,,,,,, -2003,10,22,0,30,0,0,0,0,16,920,257.9,1.8,0.221,,,,,, -2003,10,22,1,30,0,0,0,0,15,920,261.6,1.9,0.221,,,,,, -2003,10,22,2,30,0,0,0,0,15,920,264.8,1.9,0.221,,,,,, -2003,10,22,3,30,0,0,0,-1,15,920,266.5,1.8,0.221,,,,,, -2003,10,22,4,30,0,0,0,-1,14,920,266.5,1.7,0.221,,,,,, -2003,10,22,5,30,0,0,0,-1,14,920,265.7,1.7,0.221,,,,,, -2003,10,22,6,30,0,0,0,-1,15,930,264.3,1.7,0.221,,,,,, -2003,10,22,7,30,604,45,159,0,18,930,263.6,2.4,0.221,,,,,, -2003,10,22,8,30,823,64,377,-1,23,930,261.5,3,0.221,,,,,, -2003,10,22,9,30,913,76,568,0,27,930,269.6,3.5,0.221,,,,,, -2003,10,22,10,30,959,83,710,-2,31,920,293.2,4,0.221,,,,,, -2003,10,22,11,30,978,87,789,-3,32,920,291,3.8,0.221,,,,,, -2003,10,22,12,30,983,86,799,-3,33,920,285.2,3.5,0.221,,,,,, -2003,10,22,13,30,971,82,739,-4,33,920,277.5,3.3,0.221,,,,,, -2003,10,22,14,30,918,83,610,-4,32,920,269.8,3.2,0.221,,,,,, -2003,10,22,15,30,843,71,430,-4,31,920,263.6,2.9,0.221,,,,,, -2003,10,22,16,30,682,52,218,-2,28,920,260.5,2,0.221,,,,,, -2003,10,22,17,30,224,14,22,5,25,920,258.7,1.3,0.221,,,,,, -2003,10,22,18,30,0,0,0,2,23,920,258.9,1.4,0.221,,,,,, -2003,10,22,19,30,0,0,0,1,21,920,260.8,1.6,0.221,,,,,, -2003,10,22,20,30,0,0,0,1,19,920,262.7,1.7,0.221,,,,,, -2003,10,22,21,30,0,0,0,1,18,920,263.4,1.7,0.221,,,,,, -2003,10,22,22,30,0,0,0,0,17,920,264.1,1.7,0.221,,,,,, -2003,10,22,23,30,0,0,0,0,16,920,265.7,1.7,0.221,,,,,, -2003,10,23,0,30,0,0,0,0,16,920,268.7,1.7,0.221,,,,,, -2003,10,23,1,30,0,0,0,0,15,920,272,1.7,0.221,,,,,, -2003,10,23,2,30,0,0,0,0,15,920,273.6,1.6,0.221,,,,,, -2003,10,23,3,30,0,0,0,0,14,920,270.7,1.6,0.221,,,,,, -2003,10,23,4,30,0,0,0,0,14,920,266.2,1.6,0.221,,,,,, -2003,10,23,5,30,0,0,0,0,14,920,263,1.6,0.221,,,,,, -2003,10,23,6,30,0,0,0,-1,15,920,260.6,1.6,0.221,,,,,, -2003,10,23,7,30,642,41,160,0,18,920,259.1,2.2,0.221,,,,,, -2003,10,23,8,30,841,61,378,-2,23,920,258.2,2.7,0.221,,,,,, -2003,10,23,9,30,930,72,569,-1,27,920,264,2.2,0.221,,,,,, -2003,10,23,10,30,974,78,711,-3,30,920,309,1.5,0.221,,,,,, -2003,10,23,11,30,974,91,786,-4,31,920,2.6,1.5,0.221,,,,,, -2003,10,23,12,30,975,92,794,-4,32,920,44.7,2,0.221,,,,,, -2003,10,23,13,30,957,89,732,-4,32,920,64,2.6,0.221,,,,,, -2003,10,23,14,30,907,86,603,-4,32,920,74.7,3,0.221,,,,,, -2003,10,23,15,30,825,75,423,-4,31,920,82.5,3,0.221,,,,,, -2003,10,23,16,30,652,55,210,-2,28,920,87.5,2.2,0.221,,,,,, -2003,10,23,17,30,171,14,19,4,24,920,88.7,1.4,0.218,,,,,, -2003,10,23,18,30,0,0,0,2,21,920,92.7,1.4,0.218,,,,,, -2003,10,23,19,30,0,0,0,2,20,920,99,1.3,0.218,,,,,, -2003,10,23,20,30,0,0,0,2,19,920,108.3,1.3,0.218,,,,,, -2003,10,23,21,30,0,0,0,2,18,920,119,1.2,0.218,,,,,, -2003,10,23,22,30,0,0,0,2,18,920,127.7,1.2,0.218,,,,,, -2003,10,23,23,30,0,0,0,2,17,920,133.8,1.2,0.218,,,,,, -2003,10,24,0,30,0,0,0,2,17,920,138.9,1.2,0.218,,,,,, -2003,10,24,1,30,0,0,0,2,17,920,143.2,1.2,0.218,,,,,, -2003,10,24,2,30,0,0,0,2,17,920,144.7,1.2,0.218,,,,,, -2003,10,24,3,30,0,0,0,2,16,920,143.1,1.1,0.218,,,,,, -2003,10,24,4,30,0,0,0,2,16,920,139.5,1,0.218,,,,,, -2003,10,24,5,30,0,0,0,2,16,920,136.1,1,0.218,,,,,, -2003,10,24,6,30,0,0,0,2,16,920,134.9,0.9,0.218,,,,,, -2003,10,24,7,30,575,46,150,3,19,920,135.5,0.8,0.218,,,,,, -2003,10,24,8,30,791,69,364,3,23,920,128.3,1.3,0.218,,,,,, -2003,10,24,9,30,887,82,553,1,27,920,103.8,2.1,0.218,,,,,, -2003,10,24,10,30,934,90,694,-1,29,920,93.5,2.5,0.218,,,,,, -2003,10,24,11,30,955,95,772,-2,30,920,88.8,2.9,0.218,,,,,, -2003,10,24,12,30,955,95,780,-2,31,920,87.6,3.3,0.218,,,,,, -2003,10,24,13,30,937,93,718,-2,31,920,87.7,3.6,0.218,,,,,, -2003,10,24,14,30,888,88,591,-2,31,920,89,3.8,0.218,,,,,, -2003,10,24,15,30,802,76,412,-2,30,920,89.9,3.6,0.218,,,,,, -2003,10,24,16,30,622,56,202,-2,26,920,90.7,2.6,0.218,,,,,, -2003,10,24,17,30,135,12,16,2,22,920,89.1,1.6,0.218,,,,,, -2003,10,24,18,30,0,0,0,2,20,920,91.8,1.5,0.218,,,,,, -2003,10,24,19,30,0,0,0,2,18,920,98.1,1.4,0.218,,,,,, -2003,10,24,20,30,0,0,0,2,18,920,106,1.2,0.218,,,,,, -2003,10,24,21,30,0,0,0,2,17,920,113.9,1.2,0.218,,,,,, -2003,10,24,22,30,0,0,0,3,17,920,121,1.2,0.218,,,,,, -2003,10,24,23,30,0,0,0,3,16,920,127.5,1.1,0.218,,,,,, 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-2003,10,26,10,30,933,91,686,0,17,930,253.4,9.3,0.218,,,,,, -2003,10,26,11,30,959,94,766,0,18,930,253.6,9.1,0.218,,,,,, -2003,10,26,12,30,967,92,777,-2,19,930,253,8.6,0.218,,,,,, -2003,10,26,13,30,957,86,717,-3,20,930,251.6,8.2,0.218,,,,,, -2003,10,26,14,30,900,86,588,-5,20,930,249.1,7.8,0.218,,,,,, -2003,10,26,15,30,825,72,410,-6,19,930,246.1,7.4,0.218,,,,,, -2003,10,26,16,30,657,51,200,-7,17,930,244.2,6.7,0.218,,,,,, -2003,10,26,17,30,142,11,14,-6,14,930,243.3,5.8,0.218,,,,,, -2003,10,26,18,30,0,0,0,-4,12,930,244,5.3,0.218,,,,,, -2003,10,26,19,30,0,0,0,-4,11,930,246.1,5.3,0.218,,,,,, -2003,10,26,20,30,0,0,0,-4,10,930,249.6,5.2,0.218,,,,,, -2003,10,26,21,30,0,0,0,-5,9,930,251.7,5,0.218,,,,,, -2003,10,26,22,30,0,0,0,-5,8,930,251.7,4.8,0.218,,,,,, -2003,10,26,23,30,0,0,0,-5,8,930,251,4.8,0.218,,,,,, -2003,10,27,0,30,0,0,0,-5,7,930,251,4.6,0.218,,,,,, -2003,10,27,1,30,0,0,0,-5,7,930,251.4,4.5,0.218,,,,,, -2003,10,27,2,30,0,0,0,-5,6,930,250.1,4.5,0.218,,,,,, 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-2003,10,28,13,30,638,193,608,-4,28,920,129.9,2.5,0.218,,,,,, -2003,10,28,14,30,593,161,487,-4,27,920,118,2.7,0.218,,,,,, -2003,10,28,15,30,486,128,323,-4,26,920,111.3,2.5,0.218,,,,,, -2003,10,28,16,30,497,65,173,-3,23,920,106.1,1.8,0.218,,,,,, -2003,10,28,17,30,0,0,0,1,19,920,102.2,1.2,0.218,,,,,, -2003,10,28,18,30,0,0,0,0,17,920,105.6,1.2,0.218,,,,,, -2003,10,28,19,30,0,0,0,0,16,920,112.8,1.2,0.218,,,,,, -2003,10,28,20,30,0,0,0,0,16,920,120.1,1.1,0.218,,,,,, -2003,10,28,21,30,0,0,0,-1,15,920,124.2,1,0.218,,,,,, -2003,10,28,22,30,0,0,0,-1,15,920,122.3,0.9,0.218,,,,,, -2003,10,28,23,30,0,0,0,-1,14,920,110.8,0.7,0.218,,,,,, -2003,10,29,0,30,0,0,0,-1,13,920,80.3,0.6,0.218,,,,,, -2003,10,29,1,30,0,0,0,-2,13,920,42.9,0.7,0.218,,,,,, -2003,10,29,2,30,0,0,0,-2,12,920,26.6,0.9,0.218,,,,,, -2003,10,29,3,30,0,0,0,-2,12,920,24.6,1.1,0.218,,,,,, -2003,10,29,4,30,0,0,0,-2,11,920,25.4,1.2,0.218,,,,,, -2003,10,29,5,30,0,0,0,-2,11,920,26,1.3,0.218,,,,,, 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+2008,12,31,22,30,0,0,0,-7,1,930,243,3.9,0.198,,,,,, +2008,12,31,23,30,0,0,0,-8,1,930,247.4,5.1,0.198,,,,,, diff --git a/src/core/sam/libssc.dylib b/src/sam/libssc.dylib similarity index 100% rename from src/core/sam/libssc.dylib rename to src/sam/libssc.dylib diff --git a/src/core/sam/libssc.so b/src/sam/libssc.so similarity index 100% rename from src/core/sam/libssc.so rename to src/sam/libssc.so diff --git a/src/core/sam/ssc.dll b/src/sam/ssc.dll similarity index 100% rename from src/core/sam/ssc.dll rename to src/sam/ssc.dll diff --git a/src/core/sam/ssc.so b/src/sam/ssc.so similarity index 100% rename from src/core/sam/ssc.so rename to src/sam/ssc.so diff --git a/src/core/sam/ssc_new.dll b/src/sam/ssc_new.dll similarity index 100% rename from src/core/sam/ssc_new.dll rename to src/sam/ssc_new.dll diff --git a/test/.env b/test/.env index 09204d539..050dd33d9 100644 --- a/test/.env +++ b/test/.env @@ -1,2 +1,3 @@ NREL_DEVELOPER_API_KEY="X3Fd4msuCdRGpgelMSjr8FYXfgdjWSuHHMdZE8Ta" -URDB_API_KEY="2qt5uihpKXdywTj3uMIhBewxY9K4eNjpRje1JUPL" \ No newline at end of file +URDB_API_KEY="2qt5uihpKXdywTj3uMIhBewxY9K4eNjpRje1JUPL" +NREL_DEVELOPER_EMAIL="reopt@nrel.gov" \ No newline at end of file diff --git a/test/Project.toml b/test/Project.toml index dad017e0e..685cf53b8 100644 --- a/test/Project.toml +++ b/test/Project.toml @@ -1,9 +1,12 @@ [deps] +CSV = "336ed68f-0bac-5ca0-87d4-7b16caf5d00b" +DataFrames = "a93c6f00-e57d-5684-b7b6-d8193f3e46c0" DelimitedFiles = "8bb1440f-4735-579b-a4ab-409b98df4dab" DotEnv = "4dc1fcf4-5e3b-5448-94ab-0c38ec0385c1" HiGHS = "87dc4568-4c63-4d18-b0c0-bb2238e4078b" JSON = "682c06a0-de6a-54ab-a142-c8b1cf79cde6" JuMP = "4076af6c-e467-56ae-b986-b466b2749572" +Logging = "56ddb016-857b-54e1-b83d-db4d58db5568" Random = "9a3f8284-a2c9-5f02-9a11-845980a1fd5c" Test = "8dfed614-e22c-5e08-85e1-65c5234f0b40" Xpress = "9e70acf3-d6c9-5be6-b5bd-4e2c73e3e054" diff --git a/test/data/10 kW FlatLoad_16_5 2024.csv b/test/data/10 kW FlatLoad_16_5 2024.csv new file mode 100644 index 000000000..6af6019a8 --- /dev/null +++ b/test/data/10 kW FlatLoad_16_5 2024.csv @@ -0,0 +1,8761 @@ +Hour,Electric Load (kW) +1,0 +2,0 +3,0 +4,0 +5,0 +6,0 +7,10 +8,10 +9,10 +10,10 +11,10 +12,10 +13,10 +14,10 +15,10 +16,10 +17,10 +18,10 +19,10 +20,10 +21,10 +22,10 +23,0 +24,0 +25,0 +26,0 +27,0 +28,0 +29,0 +30,0 +31,10 +32,10 +33,10 +34,10 +35,10 +36,10 +37,10 +38,10 +39,10 +40,10 +41,10 +42,10 +43,10 +44,10 +45,10 +46,10 +47,0 +48,0 +49,0 +50,0 +51,0 +52,0 +53,0 +54,0 +55,10 +56,10 +57,10 +58,10 +59,10 +60,10 +61,10 +62,10 +63,10 +64,10 +65,10 +66,10 +67,10 +68,10 +69,10 +70,10 +71,0 +72,0 +73,0 +74,0 +75,0 +76,0 +77,0 +78,0 +79,10 +80,10 +81,10 +82,10 +83,10 +84,10 +85,10 +86,10 +87,10 +88,10 +89,10 +90,10 +91,10 +92,10 +93,10 +94,10 +95,0 +96,0 +97,0 +98,0 +99,0 +100,0 +101,0 +102,0 +103,10 +104,10 +105,10 +106,10 +107,10 +108,10 +109,10 +110,10 +111,10 +112,10 +113,10 +114,10 +115,10 +116,10 +117,10 +118,10 +119,0 +120,0 +121,0 +122,0 +123,0 +124,0 +125,0 +126,0 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results = nothing + with_logger(logger) do + model = Model(optimizer_with_attributes(HiGHS.Optimizer, "output_flag" => false, "log_to_console" => false)) + results = run_reopt(model, "./scenarios/simultaneous_charge_discharge.json") + end + @test any(.&( + results["ElectricStorage"]["storage_to_load_series_kw"] .!= 0.0, + ( + results["ElectricUtility"]["electric_to_storage_series_kw"] .+ + results["PV"]["electric_to_storage_series_kw"] + ) .!= 0.0 + ) + ) ≈ false + @test any(.&( + results["Outages"]["storage_discharge_series_kw"] .!= 0.0, + results["Outages"]["pv_to_storage_series_kw"] .!= 0.0 + ) + ) ≈ false + end @testset "hybrid profile" begin electric_load = REopt.ElectricLoad(; blended_doe_reference_percents = [0.2, 0.2, 0.2, 0.2, 0.2], @@ -42,31 +64,31 @@ else # run HiGHS tests latitude, longitude = 32.775212075983646, -96.78105623767185 radius = 0 dataset, distance, datasource = REopt.call_solar_dataset_api(latitude, longitude, radius) - @test dataset ≈ "nsrdb" + @test dataset == "nsrdb" # 2. Merefa, Ukraine latitude, longitude = 49.80670544975866, 36.05418033509974 radius = 0 dataset, distance, datasource = REopt.call_solar_dataset_api(latitude, longitude, radius) - @test dataset ≈ "nsrdb" + @test dataset == "nsrdb" - # 3. Younde, Cameroon - latitude, longitude = 3.8603988398663125, 11.528880303663136 + # 3. Oulu, Findland + latitude, longitude = 65.0102196310875, 25.465387094897675 radius = 0 dataset, distance, datasource = REopt.call_solar_dataset_api(latitude, longitude, radius) - @test dataset ≈ "intl" + @test dataset == "intl" # 4. Fairbanks, AK site = "Fairbanks" latitude, longitude = 64.84112047064114, -147.71570239058084 radius = 20 dataset, distance, datasource = REopt.call_solar_dataset_api(latitude, longitude, radius) - @test dataset ≈ "tmy3" + @test dataset == "tmy3" end @testset "ASHP min allowable size and COP, CF Profiles" begin #Heating profiles - heating_reference_temps = [10,20,30] + heating_reference_temps_degF = [10,20,30] heating_cop_reference = [1,3,4] heating_cf_performance = [1.2,1.3,1.5] back_up_temp_threshold_degF = 10 @@ -75,13 +97,13 @@ else # run HiGHS tests test_cfs = [1.0,1.25,1.4,1.5] heating_cop, heating_cf = REopt.get_ashp_performance(heating_cop_reference, heating_cf_performance, - heating_reference_temps, + heating_reference_temps_degF, test_temps, back_up_temp_threshold_degF) @test all(heating_cop .== test_cops) @test all(heating_cf .== test_cfs) #Cooling profiles - cooling_reference_temps = [30,20,10] + cooling_reference_temps_degF = [30,20,10] cooling_cop_reference = [1,3,4] cooling_cf_performance = [1.2,1.3,1.5] back_up_temp_threshold_degF = -200 @@ -90,7 +112,7 @@ else # run HiGHS tests test_cfs = [1.2,1.25,1.4,1.5] cooling_cop, cooling_cf = REopt.get_ashp_performance(cooling_cop_reference, cooling_cf_performance, - cooling_reference_temps, + cooling_reference_temps_degF, test_temps, back_up_temp_threshold_degF) @test all(cooling_cop .== test_cops) @@ -98,12 +120,11 @@ else # run HiGHS tests # min allowable size heating_load = Array{Real}([10.0,10.0,10.0,10.0]) cooling_load = Array{Real}([10.0,10.0,10.0,10.0]) - space_heating_min_allowable_size = REopt.get_ashp_default_min_allowable_size(heating_load, heating_cf, cooling_load, cooling_cf) - wh_min_allowable_size = REopt.get_ashp_default_min_allowable_size(heating_load, heating_cf) + space_heating_min_allowable_size = REopt.get_ashp_default_min_allowable_size(heating_load, heating_cf, cooling_load, cooling_cf, 0.5) + wh_min_allowable_size = REopt.get_ashp_default_min_allowable_size(heating_load, heating_cf, Real[], Real[], 0.5) @test space_heating_min_allowable_size ≈ 9.166666666666666 atol=1e-8 @test wh_min_allowable_size ≈ 5.0 atol=1e-8 end - end @testset "January Export Rates" begin model = Model(optimizer_with_attributes(HiGHS.Optimizer, "output_flag" => false, "log_to_console" => false)) @@ -141,17 +162,6 @@ else # run HiGHS tests @test r["ElectricStorage"]["size_kwh"] ≈ 83.3 atol=0.1 end - @testset "Outage with Generator" begin - model = Model(optimizer_with_attributes(HiGHS.Optimizer, "output_flag" => false, "log_to_console" => false)) - results = run_reopt(model, "./scenarios/generator.json") - @test results["Generator"]["size_kw"] ≈ 9.55 atol=0.01 - @test (sum(results["Generator"]["electric_to_load_series_kw"][i] for i in 1:9) + - sum(results["Generator"]["electric_to_load_series_kw"][i] for i in 13:8760)) == 0 - p = REoptInputs("./scenarios/generator.json") - simresults = simulate_outages(results, p) - @test simresults["resilience_hours_max"] == 11 - end - # TODO test MPC with outages @testset "MPC" begin model = Model(optimizer_with_attributes(HiGHS.Optimizer, "output_flag" => false, "log_to_console" => false)) @@ -159,6 +169,10 @@ else # run HiGHS tests @test maximum(r["ElectricUtility"]["to_load_series_kw"][1:15]) <= 98.0 @test maximum(r["ElectricUtility"]["to_load_series_kw"][16:24]) <= 97.0 @test sum(r["PV"]["to_grid_series_kw"]) ≈ 0 + grid_draw = r["ElectricUtility"]["to_load_series_kw"] .+ r["ElectricUtility"]["to_battery_series_kw"] + # the grid draw limit in the 10th time step is set to 90 + # without the 90 limit the grid draw is 98 in the 10th time step + @test grid_draw[10] <= 90 end @testset "MPC Multi-node" begin @@ -182,10 +196,32 @@ else # run HiGHS tests results = run_reopt(model, "./scenarios/incentives.json") @test results["Financial"]["lcc"] ≈ 1.096852612e7 atol=1e4 end + @testset "Production Based Incentives" begin + model = Model(optimizer_with_attributes(HiGHS.Optimizer, "output_flag" => false, "log_to_console" => false)) + d = JSON.parsefile("scenarios/pbi.json") + results = run_reopt(model, d) + s = Scenario(d) + i = REoptInputs(s) + @test i.pbi_benefit_per_kwh["Wind"] == 0.05 + @test i.pbi_benefit_per_kwh["Generator"] == 0.08 + @test i.pbi_benefit_per_kwh["CHP"] == 0.02 + @test i.pbi_benefit_per_kwh["PV"] == 0.1 + @test i.pbi_benefit_per_kwh["SteamTurbine"] == 0.07 + + @test i.pbi_max_benefit["Wind"] == 1000000 + @test i.pbi_max_benefit["Generator"] == 100 + @test i.pbi_max_benefit["CHP"] == 10000 + @test i.pbi_max_benefit["PV"] == 10 + @test i.pbi_pwf["Wind"] < i.pbi_pwf["PV"] #PV has more years of benefit than wind + @test i.pbi_pwf["PV"] < i.pbi_pwf["SteamTurbine"] #SteamTurbine has more years of benefit than PV + + # No generator or CHP production and SteamTurbine min size is larger than prod incentive max size, so just testing against wind prod plus the PV max benefit + @test results["Financial"]["lifecycle_production_incentive_after_tax"] ≈ i.pbi_pwf["PV"]*i.pbi_max_benefit["PV"] + i.pbi_pwf["Wind"]*d["Wind"]["production_incentive_per_kwh"]*results["Wind"]["annual_energy_produced_kwh"] rtol=1e-4 + end @testset "Fifteen minute load" begin d = JSON.parsefile("scenarios/no_techs.json") - d["ElectricLoad"] = Dict("loads_kw" => repeat([1.0], 35040)) + d["ElectricLoad"] = Dict("loads_kw" => repeat([1.0], 35040), "year" => 2017) d["Settings"] = Dict("time_steps_per_hour" => 4) model = Model(optimizer_with_attributes(HiGHS.Optimizer, "output_flag" => false, "log_to_console" => false)) results = run_reopt(model, d) @@ -260,10 +296,7 @@ else # run HiGHS tests post["PV"]["tilt"] = 17 scen = Scenario(post) @test scen.pvs[1].tilt ≈ 17 - - - end - + end @testset "AlternativeFlatLoads" begin input_data = JSON.parsefile("./scenarios/flatloads.json") @@ -324,6 +357,8 @@ else # run HiGHS tests d_sim_load_process = copy(d_sim_load_heating) d_sim_load_process["load_type"] = "process_heat" + delete!(d_sim_load_process, "doe_reference_name") + d_sim_load_process["industrial_reference_name"] = doe_reference_name_heating d_sim_load_process["annual_mmbtu"] = annual_mmbtu_process sim_load_response_process = simulated_load(d_sim_load_process) @@ -337,8 +372,8 @@ else # run HiGHS tests ("annual_mmbtu", sim_load_response_heating["dhw_annual_mmbtu"]) ]) - input_data["ProcessHeatLoad"] = Dict([("blended_industry_reference_names", doe_reference_name_heating), - ("blended_industry_reference_percents", percent_share_heating), + input_data["ProcessHeatLoad"] = Dict([("blended_industrial_reference_names", doe_reference_name_heating), + ("blended_industrial_reference_percents", percent_share_heating), ("annual_mmbtu", annual_mmbtu_process) ]) @@ -643,7 +678,15 @@ else # run HiGHS tests m = Model(optimizer_with_attributes(HiGHS.Optimizer, "output_flag" => false, "log_to_console" => false)) results = run_reopt(m, d) @test results["PV"]["size_kw"] ≈ 7440.0 atol=1e-3 #max benefit provides the upper bound - + + #case 3: net metering limit is exceeded, no WHL, and min RE % + d["ElectricTariff"]["wholesale_rate"] = 0 + d["PV"]["min_kw"] = 50 + d["Site"]["renewable_electricity_min_fraction"] = 0.35 + m = Model(optimizer_with_attributes(HiGHS.Optimizer, "output_flag" => false, "log_to_console" => false)) + results = run_reopt(m, d) + @test sum(results["PV"]["electric_to_grid_series_kw"]) ≈ 0.0 atol=1e-3 + @test results["ElectricTariff"]["lifecycle_export_benefit_after_tax"] ≈ 0.0 atol=1e-3 end end @@ -670,6 +713,19 @@ else # run HiGHS tests results = run_reopt(m, inputs) @test round(results["ExistingBoiler"]["annual_fuel_consumption_mmbtu"], digits=0) ≈ 8760 * (0.5 * 0.6 + 0.5 * 0.8 + 0.3 * 0.7) atol = 1.0 + # Test for unaddressable heating load fuel and emissions outputs + unaddressable = results["HeatingLoad"]["annual_total_unaddressable_heating_load_mmbtu"] + addressable = results["HeatingLoad"]["annual_calculated_total_heating_boiler_fuel_load_mmbtu"] + total = unaddressable + addressable + # Find the weighted average addressable_load_fraction from the fractions and loads above + weighted_avg_addressable_fraction = (0.5 * 0.6 + 0.5 * 0.8 + 0.3 * 0.7) / (0.5 + 0.5 + 0.3) + @test round(abs(addressable / total - weighted_avg_addressable_fraction), digits=3) == 0 + + unaddressable_emissions = results["HeatingLoad"]["annual_emissions_from_unaddressable_heating_load_tonnes_CO2"] + addressable_site_fuel_emissions = results["Site"]["annual_emissions_from_fuelburn_tonnes_CO2"] + total_site_emissions = unaddressable_emissions + addressable_site_fuel_emissions + @test round(abs(addressable_site_fuel_emissions / total_site_emissions - weighted_avg_addressable_fraction), digits=3) == 0 + # Monthly fuel load input with addressable_load_fraction is processed to expected thermal load data = JSON.parsefile("./scenarios/thermal_load.json") data["DomesticHotWaterLoad"]["monthly_mmbtu"] = repeat([100], 12) @@ -701,8 +757,8 @@ else # run HiGHS tests m = Model(optimizer_with_attributes(HiGHS.Optimizer, "output_flag" => false, "log_to_console" => false, "mip_rel_gap" => 0.01, "presolve" => "on")) results = run_reopt(m, inputs) - @test round(results["CHP"]["size_kw"], digits=0) ≈ 400.0 atol=50.0 - @test round(results["Financial"]["lcc"], digits=0) ≈ 1.3476e7 rtol=1.0e-2 + @test round(results["CHP"]["size_kw"], digits=0) ≈ 263.0 atol=50.0 + @test round(results["Financial"]["lcc"], digits=0) ≈ 1.11e7 rtol=0.05 end @testset "CHP Cost Curve and Min Allowable Size" begin @@ -835,6 +891,7 @@ else # run HiGHS tests data = JSON.parsefile("./scenarios/chp_supplementary_firing.json") data["CHP"]["supplementary_firing_capital_cost_per_kw"] = 10000 data["ElectricLoad"]["loads_kw"] = repeat([800.0], 8760) + data["ElectricLoad"]["year"] = 2022 data["DomesticHotWaterLoad"]["fuel_loads_mmbtu_per_hour"] = repeat([6.0], 8760) data["SpaceHeatingLoad"]["fuel_loads_mmbtu_per_hour"] = repeat([6.0], 8760) #part 1: supplementary firing not used when less efficient than the boiler and expensive @@ -870,6 +927,19 @@ else # run HiGHS tests results = run_reopt(m, d) @test sum(results["CHP"]["thermal_curtailed_series_mmbtu_per_hour"]) ≈ 4174.455 atol=1e-3 end + + @testset "CHP Proforma Metrics" begin + # This test compares the resulting simple payback period (years) for CHP to a proforma spreadsheet model which has been verified + # All financial parameters which influence this calc have been input to avoid breaking with changing defaults + input_data = JSON.parsefile("./scenarios/chp_payback.json") + s = Scenario(input_data) + inputs = REoptInputs(s) + + m1 = Model(optimizer_with_attributes(HiGHS.Optimizer, "mip_rel_gap" => 0.01, "output_flag" => false, "log_to_console" => false)) + m2 = Model(optimizer_with_attributes(HiGHS.Optimizer, "mip_rel_gap" => 0.01, "output_flag" => false, "log_to_console" => false)) + results = run_reopt([m1,m2], inputs) + @test abs(results["Financial"]["simple_payback_years"] - 8.12) <= 0.02 + end end @testset verbose=true "FlexibleHVAC" begin @@ -988,6 +1058,56 @@ else # run HiGHS tests if results["PV"]["electric_to_grid_series_kw"][i] > 0) end + #= + Battery degradation replacement strategy test can be validated against solvers like Xpress. + Commented out of this testset due to solve time constraints using open-source solvers. + This test has been validated via local testing. + =# + @testset "Battery degradation replacement strategy" begin + # Replacement + nothing + # d = JSON.parsefile("scenarios/batt_degradation.json"); + + # d["ElectricStorage"]["macrs_option_years"] = 0 + # d["ElectricStorage"]["macrs_bonus_fraction"] = 0.0 + # d["ElectricStorage"]["macrs_itc_reduction"] = 0.0 + # d["ElectricStorage"]["total_itc_fraction"] = 0.0 + # d["ElectricStorage"]["replace_cost_per_kwh"] = 0.0 + # d["ElectricStorage"]["replace_cost_per_kw"] = 0.0 + # d["Financial"] = Dict( + # "offtaker_tax_rate_fraction" => 0.0, + # "owner_tax_rate_fraction" => 0.0 + # ) + # d["ElectricStorage"]["degradation"]["installed_cost_per_kwh_declination_rate"] = 0.2 + + # d["Settings"] = Dict{Any,Any}("add_soc_incentive" => false) + + # s = Scenario(d) + # p = REoptInputs(s) + # for t in 1:4380 + # p.s.electric_tariff.energy_rates[2*t-1] = 0 + # p.s.electric_tariff.energy_rates[2*t] = 10.0 + # end + # m = Model(optimizer_with_attributes(Xpress.Optimizer, "OUTPUTLOG" => 0)) + # results = run_reopt(m, p) + + # @test results["ElectricStorage"]["size_kw"] ≈ 11.13 atol=0.05 + # @test results["ElectricStorage"]["size_kwh"] ≈ 14.07 atol=0.05 + # @test results["ElectricStorage"]["replacement_month"] == 8 + # @test results["ElectricStorage"]["maintenance_cost"] ≈ 32820.9 atol=1 + # @test results["ElectricStorage"]["state_of_health"][8760] ≈ -6.8239 atol=0.001 + # @test results["ElectricStorage"]["residual_value"] ≈ 2.61 atol=0.1 + # @test sum(results["ElectricStorage"]["storage_to_load_series_kw"]) ≈ 43800 atol=1.0 #battery should serve all load, every other period + + + # # Validate model decision variables make sense. + # replace_month = Int(value.(m[:months_to_first_replacement]))+1 + # @test replace_month ≈ results["ElectricStorage"]["replacement_month"] + # @test sum(value.(m[:binSOHIndicator])[replace_month:end]) ≈ 0.0 + # @test sum(value.(m[:binSOHIndicatorChange])) ≈ value.(m[:binSOHIndicatorChange])[replace_month] ≈ 1.0 + # @test value.(m[:binSOHIndicator])[end] ≈ 0.0 + end + @testset "Solar and ElectricStorage w/BAU and degradation" begin m1 = Model(optimizer_with_attributes(HiGHS.Optimizer, "output_flag" => false, "log_to_console" => false)) m2 = Model(optimizer_with_attributes(HiGHS.Optimizer, "output_flag" => false, "log_to_console" => false)) @@ -1008,33 +1128,34 @@ else # run HiGHS tests # compare avg soc with and without degradation, # using default augmentation battery maintenance strategy avg_soc_no_degr = sum(results["ElectricStorage"]["soc_series_fraction"]) / 8760 + + d = JSON.parsefile("scenarios/pv_storage.json"); d["ElectricStorage"]["model_degradation"] = true m = Model(optimizer_with_attributes(HiGHS.Optimizer, "output_flag" => false, "log_to_console" => false)) r_degr = run_reopt(m, d) avg_soc_degr = sum(r_degr["ElectricStorage"]["soc_series_fraction"]) / 8760 @test avg_soc_no_degr > avg_soc_degr - # test the replacement strategy - d["ElectricStorage"]["degradation"] = Dict("maintenance_strategy" => "replacement") - m = Model(optimizer_with_attributes(HiGHS.Optimizer, "output_flag" => false, "log_to_console" => false)) - set_optimizer_attribute(m, "mip_rel_gap", 0.01) - r = run_reopt(m, d) - @test occursin("not supported by the solver", string(r["Messages"]["errors"])) + # test the replacement strategy ## Cannot test with open source solvers. + # d["ElectricStorage"]["degradation"] = Dict("maintenance_strategy" => "replacement") + # m = Model(optimizer_with_attributes(HiGHS.Optimizer, "output_flag" => false, "log_to_console" => false)) + # set_optimizer_attribute(m, "mip_rel_gap", 0.01) + # r = run_reopt(m, d) + # @test occursin("not supported by the solver", string(r["Messages"]["errors"])) # #optimal SOH at end of horizon is 80\% to prevent any replacement - # @test sum(value.(m[:bmth_BkWh])) ≈ 0 atol=0.1 + # @test sum(value.(m[:dvSOHChangeTimesEnergy])) ≈ 68.48 atol=0.01 # # @test r["ElectricStorage"]["maintenance_cost"] ≈ 2972.66 atol=0.01 # # the maintenance_cost comes out to 3004.39 on Actions, so we test the LCC since it should match # @test r["Financial"]["lcc"] ≈ 1.240096e7 rtol=0.01 - # @test last(value.(m[:SOH])) ≈ 66.633 rtol=0.01 - # @test r["ElectricStorage"]["size_kwh"] ≈ 83.29 rtol=0.01 + # @test last(value.(m[:SOH])) ≈ 42.95 rtol=0.01 + # @test r["ElectricStorage"]["size_kwh"] ≈ 68.48 rtol=0.01 # test minimum_avg_soc_fraction d["ElectricStorage"]["minimum_avg_soc_fraction"] = 0.72 m = Model(optimizer_with_attributes(HiGHS.Optimizer, "output_flag" => false, "log_to_console" => false)) set_optimizer_attribute(m, "mip_rel_gap", 0.01) r = run_reopt(m, d) - @test occursin("not supported by the solver", string(r["Messages"]["errors"])) - # @test round(sum(r["ElectricStorage"]["soc_series_fraction"]), digits=2) / 8760 >= 0.7199 + @test round(sum(r["ElectricStorage"]["soc_series_fraction"])/8760, digits=2) >= 0.72 end @testset "Outage with Generator, outage simulator, BAU critical load outputs" begin @@ -1092,7 +1213,7 @@ else # run HiGHS tests m = Model(optimizer_with_attributes(HiGHS.Optimizer, "output_flag" => false, "log_to_console" => false, "presolve" => "on")) results = run_reopt(m, "./scenarios/outages_gen_pv_stor.json") @test results["Outages"]["expected_outage_cost"] ≈ 3.54476923e6 atol=10 - @test results["Financial"]["lcc"] ≈ 8.6413594727e7 rtol=0.001 + @test results["Financial"]["lcc"] ≈ 8.63559824639e7 rtol=0.001 # Scenario with generator, PV, wind, electric storage m = Model(optimizer_with_attributes(HiGHS.Optimizer, "output_flag" => false, "log_to_console" => false, "presolve" => "on")) @@ -1101,7 +1222,7 @@ else # run HiGHS tests @test value(m[:binMGTechUsed]["PV"]) ≈ 1 @test value(m[:binMGTechUsed]["Wind"]) ≈ 1 @test results["Outages"]["expected_outage_cost"] ≈ 1.296319791276051e6 atol=1.0 - @test results["Financial"]["lcc"] ≈ 4.8046446434e6 rtol=0.001 + @test results["Financial"]["lcc"] ≈ 4.833635288e6 rtol=0.001 end @@ -1134,30 +1255,6 @@ else # run HiGHS tests @test results[3]["Financial"]["lcc"] + results[10]["Financial"]["lcc"] ≈ 1.2830872235e7 rtol=1e-5 end - @testset "MPC" begin - model = Model(optimizer_with_attributes(HiGHS.Optimizer, "output_flag" => false, "log_to_console" => false)) - r = run_mpc(model, "./scenarios/mpc.json") - @test maximum(r["ElectricUtility"]["to_load_series_kw"][1:15]) <= 98.0 - @test maximum(r["ElectricUtility"]["to_load_series_kw"][16:24]) <= 97.0 - @test sum(r["PV"]["to_grid_series_kw"]) ≈ 0 - grid_draw = r["ElectricUtility"]["to_load_series_kw"] .+ r["ElectricUtility"]["to_battery_series_kw"] - # the grid draw limit in the 10th time step is set to 90 - # without the 90 limit the grid draw is 98 in the 10th time step - @test grid_draw[10] <= 90 - end - - @testset "Complex Incentives" begin - """ - This test was compared against the API test: - reo.tests.test_reopt_url.EntryResourceTest.test_complex_incentives - when using the hardcoded levelization_factor in this package's REoptInputs function. - The two LCC's matched within 0.00005%. (The Julia pkg LCC is 1.0971991e7) - """ - m = Model(optimizer_with_attributes(HiGHS.Optimizer, "output_flag" => false, "log_to_console" => false)) - results = run_reopt(m, "./scenarios/incentives.json") - @test results["Financial"]["lcc"] ≈ 1.094596365e7 atol=5e4 - end - @testset verbose=true "Rate Structures" begin @testset "Tiered Energy" begin @@ -1175,6 +1272,7 @@ else # run HiGHS tests # has a demand charge lookback of 35% for all months with 2 different demand charges based on which month data["ElectricLoad"]["loads_kw"] = ones(8760) data["ElectricLoad"]["loads_kw"][8] = 100.0 + data["ElectricLoad"]["year"] = 2022 inputs = REoptInputs(Scenario(data)) m = Model(optimizer_with_attributes(HiGHS.Optimizer, "output_flag" => false, "log_to_console" => false)) results = run_reopt(m, inputs) @@ -1191,6 +1289,7 @@ else # run HiGHS tests d["ElectricLoad"]["loads_kw"][2403] = 400 # April peak (Should set dvPeakDemandLookback) d["ElectricLoad"]["loads_kw"][4088] = 500 # June peak (not in peak month lookback) d["ElectricLoad"]["loads_kw"][8333] = 300 # Dec peak + d["ElectricLoad"]["year"] = 2022 d["ElectricTariff"]["monthly_demand_rates"] = [10,10,20,50,20,10,20,20,20,20,20,5] d["ElectricTariff"]["demand_lookback_months"] = [1,0,0,1,0,0,0,0,0,0,0,1] # Jan, April, Dec d["ElectricTariff"]["blended_annual_energy_rate"] = 0.01 @@ -1210,7 +1309,8 @@ else # run HiGHS tests d["ElectricLoad"]["loads_kw"][22] = 200 # Jan peak d["ElectricLoad"]["loads_kw"][2403] = 400 # April peak (Should set dvPeakDemandLookback) d["ElectricLoad"]["loads_kw"][4088] = 500 # June peak (not in peak month lookback) - d["ElectricLoad"]["loads_kw"][8333] = 300 # Dec peak + d["ElectricLoad"]["loads_kw"][8333] = 300 # Dec peak + d["ElectricLoad"]["year"] = 2022 d["ElectricTariff"]["monthly_demand_rates"] = [10,10,20,50,20,10,20,20,20,20,20,5] d["ElectricTariff"]["blended_annual_energy_rate"] = 0.01 d["ElectricTariff"]["demand_lookback_range"] = 6 @@ -1771,8 +1871,8 @@ else # run HiGHS tests post_name = "off_grid.json" post = JSON.parsefile("./scenarios/$post_name") m = Model(optimizer_with_attributes(HiGHS.Optimizer, "output_flag" => false, "log_to_console" => false)) - r = run_reopt(m, post) scen = Scenario(post) + r = run_reopt(m, scen) # Test default values @test scen.electric_utility.outage_start_time_step ≈ 1 @@ -1811,9 +1911,11 @@ else # run HiGHS tests @test r["Generator"]["annual_energy_produced_kwh"] ≈ 99.0 @test r["Generator"]["year_one_fuel_cost_before_tax"] ≈ 22.57 @test r["Generator"]["lifecycle_fuel_cost_after_tax"] ≈ 205.35 - @test r["Financial"]["initial_capital_costs"] ≈ 100*(700) - @test r["Financial"]["lifecycle_capital_costs"] ≈ 100*(700+324.235442*(1-0.26)) atol=0.1 # replacement in yr 10 is considered tax deductible - @test r["Financial"]["initial_capital_costs_after_incentives"] ≈ 700*100 atol=0.1 + other_offgrid_capex_before_tax = post["Financial"]["offgrid_other_capital_costs"] + other_offgrid_capex_after_tax = value(m[Symbol("OffgridOtherCapexAfterDepr")]) + @test r["Financial"]["initial_capital_costs"] ≈ 100*(700) + other_offgrid_capex_before_tax + @test r["Financial"]["lifecycle_capital_costs"] ≈ 100*(700+324.235442*(1-0.26)) + other_offgrid_capex_after_tax atol=0.1 # replacement in yr 10 is considered tax deductible + @test r["Financial"]["initial_capital_costs_after_incentives"] ≈ 700*100 + other_offgrid_capex_after_tax atol=0.1 @test r["Financial"]["replacements_future_cost_after_tax"] ≈ 700*100 @test r["Financial"]["replacements_present_cost_after_tax"] ≈ 100*(324.235442*(1-0.26)) atol=0.1 @@ -1837,6 +1939,7 @@ else # run HiGHS tests post_name = "wind_intl_offgrid.json" post = JSON.parsefile("./scenarios/$post_name") post["ElectricLoad"]["loads_kw"] = [10.0 for i in range(1,8760)] + post["ElectricLoad"]["year"] = 2022 scen = Scenario(post) post["Wind"]["production_factor_series"] = reduce(vcat, readdlm("./data/example_wind_prod_factor_kw.csv", '\n', header=true)[1]) @@ -1866,6 +1969,8 @@ else # run HiGHS tests 4. GHP serves all the Cooling load 5. Input of a custom COP map for GHP and check the GHP performance to make sure it's using it correctly 6. Hybrid GHP capability functions as expected + 7. Check GHP LCC calculation for URBANopt + 8. Check GHX LCC calculation for URBANopt """ # Load base inputs @@ -1938,6 +2043,49 @@ else # run HiGHS tests # Average COP which includes pump power should be lower than Heat Pump only COP specified by the map @test heating_cop_avg <= 4.0 @test cooling_cop_avg <= 8.0 + + # Check GHP LCC calculation for URBANopt + ghp_data = JSON.parsefile("scenarios/ghp_urbanopt.json") + s = Scenario(ghp_data) + ghp_inputs = REoptInputs(s) + m = Model(optimizer_with_attributes(HiGHS.Optimizer, "output_flag" => false, "log_to_console" => false, "mip_rel_gap" => 0.01)) + results = run_reopt(m, ghp_inputs) + ghp_lcc = results["Financial"]["lcc"] + ghp_lccc = results["Financial"]["lifecycle_capital_costs"] + ghp_lccc_initial = results["Financial"]["initial_capital_costs"] + ghp_ebill = results["Financial"]["lifecycle_elecbill_after_tax"] + boreholes = results["GHP"]["ghpghx_chosen_outputs"]["number_of_boreholes"] + boreholes_len = results["GHP"]["ghpghx_chosen_outputs"]["length_boreholes_ft"] + + # Initial capital cost = initial cap cost of GHP + initial cap cost of hydronic loop + @test ghp_lccc_initial - results["GHP"]["size_heat_pump_ton"]*1075 - ghp_data["GHP"]["building_sqft"]*1.7 ≈ 0.0 atol = 0.1 + # LCC = LCCC + Electricity Bill + @test ghp_lcc - ghp_lccc - ghp_ebill ≈ 0.0 atol = 0.1 + # LCCC should be around be around 52% of initial capital cost due to incentive and bonus + @test ghp_lccc/ghp_lccc_initial ≈ 0.518 atol = 0.01 + # GHX size must be 0 + @test boreholes ≈ 0.0 atol = 0.01 + @test boreholes_len ≈ 0.0 atol = 0.01 + + # Check GHX LCC calculation for URBANopt + ghx_data = JSON.parsefile("scenarios/ghx_urbanopt.json") + s = Scenario(ghx_data) + ghx_inputs = REoptInputs(s) + m = Model(optimizer_with_attributes(HiGHS.Optimizer, "output_flag" => false, "log_to_console" => false, "mip_rel_gap" => 0.01)) + results = run_reopt(m, ghx_inputs) + ghx_lcc = results["Financial"]["lcc"] + ghx_lccc = results["Financial"]["lifecycle_capital_costs"] + ghx_lccc_initial = results["Financial"]["initial_capital_costs"] + ghp_size = results["GHP"]["size_heat_pump_ton"] + boreholes = results["GHP"]["ghpghx_chosen_outputs"]["number_of_boreholes"] + boreholes_len = results["GHP"]["ghpghx_chosen_outputs"]["length_boreholes_ft"] + + # Initial capital cost = initial cap cost of GHX + @test ghx_lccc_initial - boreholes*boreholes_len*14 ≈ 0.0 atol = 0.01 + # GHP size must be 0 + @test ghp_size ≈ 0.0 atol = 0.01 + # LCCC should be around be around 52% of initial capital cost due to incentive and bonus + @test ghx_lccc/ghx_lccc_initial ≈ 0.518 atol = 0.01 end @testset "Hybrid GHX and GHP calculated costs validation" begin @@ -1970,13 +2118,14 @@ else # run HiGHS tests calc_om_cost_after_tax = calculated_om_costs*(1-inputs.s.financial.owner_tax_rate_fraction) @test results["Financial"]["lifecycle_om_costs_after_tax"] - calc_om_cost_after_tax < 0.0001 - @test abs(results["Financial"]["lifecycle_capital_costs_plus_om_after_tax"] - (calc_om_cost_after_tax + 0.7*results["Financial"]["initial_capital_costs"])) < 150.0 - - @test abs(results["Financial"]["lifecycle_capital_costs"] - 0.7*results["Financial"]["initial_capital_costs"]) < 150.0 + ghx_residual_value = value(m2[Symbol("ResidualGHXCapCost")]) + @test abs(results["Financial"]["lifecycle_capital_costs_plus_om_after_tax"] - (calc_om_cost_after_tax + 0.7*results["Financial"]["initial_capital_costs"] - ghx_residual_value)) < 150.0 + + @test abs(results["Financial"]["lifecycle_capital_costs"] - (0.7*results["Financial"]["initial_capital_costs"] - ghx_residual_value)) < 150.0 @test abs(results["Financial"]["npv"] - 840621) < 1.0 - @test results["Financial"]["simple_payback_years"] - 5.09 < 0.1 - @test results["Financial"]["internal_rate_of_return"] - 0.18 < 0.01 + @test abs(results["Financial"]["simple_payback_years"] - 3.59) < 0.1 + @test abs(results["Financial"]["internal_rate_of_return"] - 0.258) < 0.01 @test haskey(results["ExistingBoiler"], "year_one_fuel_cost_before_tax_bau") @@ -2033,7 +2182,8 @@ else # run HiGHS tests calculated_ghp_capex = (heating_hp_cost + cooling_hp_cost + ghx_cost) * (1 - capex_reduction_factor) - reopt_ghp_capex = results_wwhp["Financial"]["lifecycle_capital_costs"] + ghx_residual_value = value(m3[Symbol("ResidualGHXCapCost")]) + reopt_ghp_capex = results_wwhp["Financial"]["lifecycle_capital_costs"] + ghx_residual_value @test calculated_ghp_capex ≈ reopt_ghp_capex atol=300 end @@ -2069,16 +2219,20 @@ else # run HiGHS tests post["ElectricLoad"]["loads_kw"] = [20 for i in range(1,8760)] post["ElectricLoad"]["year"] = 2021 # 2021 First day is Fri scen = Scenario(post) - + @test scen.electric_utility.avert_emissions_region == "Rocky Mountains" @test scen.electric_utility.distance_to_avert_emissions_region_meters ≈ 0 atol=1e-5 - @test scen.electric_utility.cambium_emissions_region == "RMPAc" - @test sum(scen.electric_utility.emissions_factor_series_lb_CO2_per_kwh) / 8760 ≈ 0.394608 rtol=1e-3 - @test scen.electric_utility.emissions_factor_series_lb_CO2_per_kwh[1] ≈ 0.677942 rtol=1e-4 # Should start on Friday - @test scen.electric_utility.emissions_factor_series_lb_CO2_per_kwh[8760] ≈ 0.6598207198 rtol=1e-5 # Should end on Friday - @test sum(scen.electric_utility.emissions_factor_series_lb_SO2_per_kwh) / 8760 ≈ 0.00061165 rtol=1e-5 # check avg from AVERT data for RM region + @test scen.electric_utility.cambium_region == "West Connect North" + # Test that correct data is used, and adjusted to start on a Fri to align with load year of 2021 + avert_year = 2023 # Update when AVERT/eGRID data are updated + ef_start_day = 7 # Sun. Update when AVERT/eGRID data are updated + load_start_day = 5 # Fri + cut_days = 7+(load_start_day-ef_start_day) # Ex: = 7+(5-7) = 5 --> cut Sun, Mon, Tues, Wed, Thurs + so2_data = CSV.read("../data/emissions/AVERT_Data/AVERT_$(avert_year)_SO2_lb_per_kwh.csv", DataFrame)[!,"RM"] + @test scen.electric_utility.emissions_factor_series_lb_SO2_per_kwh[1] ≈ so2_data[24*cut_days+1] # EF data should start on Fri + @test scen.electric_utility.emissions_factor_CO2_decrease_fraction ≈ 0 atol=1e-5 # should be 0 with Cambium data - @test scen.electric_utility.emissions_factor_SO2_decrease_fraction ≈ REopt.EMISSIONS_DECREASE_DEFAULTS["SO2"] # should be 2.163% for AVERT data + @test scen.electric_utility.emissions_factor_SO2_decrease_fraction ≈ REopt.EMISSIONS_DECREASE_DEFAULTS["SO2"] @test scen.electric_utility.emissions_factor_NOx_decrease_fraction ≈ REopt.EMISSIONS_DECREASE_DEFAULTS["NOx"] @test scen.electric_utility.emissions_factor_PM25_decrease_fraction ≈ REopt.EMISSIONS_DECREASE_DEFAULTS["PM25"] @@ -2090,8 +2244,8 @@ else # run HiGHS tests @test scen.electric_utility.avert_emissions_region == "Alaska" @test scen.electric_utility.distance_to_avert_emissions_region_meters ≈ 0 atol=1e-5 - @test scen.electric_utility.cambium_emissions_region == "NA - Cambium data not used for climate emissions" - @test sum(scen.electric_utility.emissions_factor_series_lb_CO2_per_kwh) / 8760 ≈ 1.29199999 rtol=1e-3 # check that data from eGRID (AVERT data file) is used + @test scen.electric_utility.cambium_region == "NA - Cambium data not used" + @test sum(scen.electric_utility.emissions_factor_series_lb_CO2_per_kwh) / 8760 ≈ CSV.read("../data/emissions/AVERT_Data/AVERT_$(avert_year)_CO2_lb_per_kwh.csv", DataFrame)[!,"AKGD"][1] rtol=1e-3 # check that data from eGRID (AVERT data file) is used @test scen.electric_utility.emissions_factor_CO2_decrease_fraction ≈ REopt.EMISSIONS_DECREASE_DEFAULTS["CO2e"] # should get updated to this value @test scen.electric_utility.emissions_factor_SO2_decrease_fraction ≈ REopt.EMISSIONS_DECREASE_DEFAULTS["SO2"] # should be 2.163% for AVERT data @test scen.electric_utility.emissions_factor_NOx_decrease_fraction ≈ REopt.EMISSIONS_DECREASE_DEFAULTS["NOx"] @@ -2105,7 +2259,7 @@ else # run HiGHS tests @test scen.electric_utility.avert_emissions_region == "" @test scen.electric_utility.distance_to_avert_emissions_region_meters ≈ 5.521032136418236e6 atol=1.0 - @test scen.electric_utility.cambium_emissions_region == "NA - Cambium data not used for climate emissions" + @test scen.electric_utility.cambium_region == "NA - Cambium data not used" @test sum(scen.electric_utility.emissions_factor_series_lb_CO2_per_kwh) ≈ 0 @test sum(scen.electric_utility.emissions_factor_series_lb_NOx_per_kwh) ≈ 0 @test sum(scen.electric_utility.emissions_factor_series_lb_SO2_per_kwh) ≈ 0 @@ -2176,42 +2330,38 @@ else # run HiGHS tests @test results["ElectricStorage"]["size_kw"] ≈ 0.0 atol=1e-1 @test results["ElectricStorage"]["size_kwh"] ≈ 0.0 atol=1e-1 @test results["Generator"]["size_kw"] ≈ 9.13 atol=1e-1 - @test results["Site"]["total_renewable_energy_fraction"] ≈ 0.8 - @test results["Site"]["total_renewable_energy_fraction_bau"] ≈ 0.148375 atol=1e-4 - @test results["Site"]["lifecycle_emissions_reduction_CO2_fraction"] ≈ 0.57403012 atol=1e-4 - @test results["Financial"]["breakeven_cost_of_emissions_reduction_per_tonne_CO2"] ≈ 332.4 atol=1 - @test results["Site"]["annual_emissions_tonnes_CO2"] ≈ 11.85 atol=1e-2 - @test results["Site"]["annual_emissions_from_fuelburn_tonnes_CO2"] ≈ 7.427 + @test results["Site"]["onsite_renewable_energy_fraction_of_total_load"] ≈ 0.8 + @test results["Site"]["onsite_renewable_energy_fraction_of_total_load_bau"] ≈ 0.148375 atol=1e-4 + @test results["Site"]["lifecycle_emissions_reduction_CO2_fraction"] ≈ 0.587 rtol=0.01 + @test results["Financial"]["breakeven_cost_of_emissions_reduction_per_tonne_CO2"] ≈ 336.4 rtol=0.01 + @test results["Site"]["annual_emissions_tonnes_CO2"] ≈ 11.1 rtol=0.01 + @test results["Site"]["annual_emissions_from_fuelburn_tonnes_CO2"] ≈ 7.427 rtol=0.01 @test results["Site"]["annual_emissions_from_fuelburn_tonnes_CO2_bau"] ≈ 0.0 - @test results["Financial"]["lifecycle_emissions_cost_climate"] ≈ 8459.45 atol=1 - @test results["Site"]["lifecycle_emissions_tonnes_CO2"] ≈ 236.95 + @test results["Site"]["lifecycle_emissions_tonnes_CO2"] ≈ 222.26 rtol=0.01 @test results["Site"]["lifecycle_emissions_from_fuelburn_tonnes_CO2"] ≈ 148.54 @test results["Site"]["lifecycle_emissions_from_fuelburn_tonnes_CO2_bau"] ≈ 0.0 - @test results["ElectricUtility"]["annual_emissions_tonnes_CO2_bau"] ≈ 27.813 atol=1e-1 - @test results["ElectricUtility"]["lifecycle_emissions_tonnes_CO2_bau"] ≈ 556.26 + @test results["ElectricUtility"]["annual_emissions_tonnes_CO2_bau"] ≈ 26.9 rtol=0.01 + @test results["ElectricUtility"]["lifecycle_emissions_tonnes_CO2_bau"] ≈ 537.99 rtol=0.01 elseif i == 2 #commented out values are results using same levelization factor as API - @test results["PV"]["size_kw"] ≈ 106.13 atol=1 + @test results["PV"]["size_kw"] ≈ 99.35 rtol=0.01 @test results["ElectricStorage"]["size_kw"] ≈ 20.09 atol=1 # 20.29 - @test results["ElectricStorage"]["size_kwh"] ≈ 170.94 atol=1 + @test results["ElectricStorage"]["size_kwh"] ≈ 156.4 rtol=0.01 @test !haskey(results, "Generator") # Renewable energy - @test results["Site"]["renewable_electricity_fraction"] ≈ 0.78586 atol=1e-3 - @test results["Site"]["renewable_electricity_fraction_bau"] ≈ 0.132118 atol=1e-3 #0.1354 atol=1e-3 - @test results["Site"]["annual_renewable_electricity_kwh_bau"] ≈ 13308.5 atol=10 # 13542.62 atol=10 - @test results["Site"]["total_renewable_energy_fraction_bau"] ≈ 0.132118 atol=1e-3 # 0.1354 atol=1e-3 + @test results["Site"]["onsite_renewable_electricity_fraction_of_elec_load"] ≈ 0.745 rtol=0.01 + @test results["Site"]["onsite_renewable_electricity_fraction_of_elec_load_bau"] ≈ 0.132118 atol=1e-3 #0.1354 atol=1e-3 + @test results["Site"]["annual_onsite_renewable_electricity_kwh_bau"] ≈ 13308.5 atol=10 # 13542.62 atol=10 + @test results["Site"]["onsite_renewable_energy_fraction_of_total_load_bau"] ≈ 0.132118 atol=1e-3 # 0.1354 atol=1e-3 # CO2 emissions - totals ≈ from grid, from fuelburn, ER, $/tCO2 breakeven @test results["Site"]["lifecycle_emissions_reduction_CO2_fraction"] ≈ 0.8 atol=1e-3 # 0.8 - @test results["Financial"]["breakeven_cost_of_emissions_reduction_per_tonne_CO2"] ≈ 491.5 atol=1e-1 - @test results["Site"]["annual_emissions_tonnes_CO2"] ≈ 11.662 atol=1 - @test results["Site"]["annual_emissions_tonnes_CO2_bau"] ≈ 58.3095 atol=1 + @test results["Site"]["annual_emissions_tonnes_CO2"] ≈ 11.79 rtol=0.01 + @test results["Site"]["annual_emissions_tonnes_CO2_bau"] ≈ 58.97 rtol=0.01 @test results["Site"]["annual_emissions_from_fuelburn_tonnes_CO2"] ≈ 0.0 atol=1 # 0.0 - @test results["Financial"]["lifecycle_emissions_cost_climate"] ≈ 8397.85 atol=1 - @test results["Site"]["lifecycle_emissions_tonnes_CO2_bau"] ≈ 1166.19 atol=1 + @test results["Financial"]["lifecycle_emissions_cost_climate"] ≈ 8496.6 rtol=0.01 @test results["Site"]["lifecycle_emissions_from_fuelburn_tonnes_CO2"] ≈ 0.0 atol=1 # 0.0 @test results["Site"]["lifecycle_emissions_from_fuelburn_tonnes_CO2_bau"] ≈ 0.0 atol=1 # 0.0 - @test results["ElectricUtility"]["annual_emissions_tonnes_CO2_bau"] ≈ 58.3095 atol=1 - @test results["ElectricUtility"]["lifecycle_emissions_tonnes_CO2"] ≈ 233.24 atol=1 + @test results["ElectricUtility"]["lifecycle_emissions_tonnes_CO2"] ≈ 235.9 rtol=0.01 #also test CO2 breakeven cost @@ -2226,7 +2376,7 @@ else # run HiGHS tests m1 = Model(optimizer_with_attributes(HiGHS.Optimizer, "output_flag" => false, "log_to_console" => false, "presolve" => "on")) m2 = Model(optimizer_with_attributes(HiGHS.Optimizer, "output_flag" => false, "log_to_console" => false, "presolve" => "on")) results = run_reopt([m1, m2], inputs) - @test results["Financial"]["breakeven_cost_of_emissions_reduction_per_tonne_CO2"] ≈ inputs["Financial"]["CO2_cost_per_tonne"] atol=1e-1 + @test results["Financial"]["breakeven_cost_of_emissions_reduction_per_tonne_CO2"] ≈ inputs["Financial"]["CO2_cost_per_tonne"] rtol=0.001 elseif i == 3 @test results["PV"]["size_kw"] ≈ 20.0 atol=1e-1 @test !haskey(results, "Wind") @@ -2243,20 +2393,42 @@ else # run HiGHS tests @test results["Site"]["annual_emissions_from_fuelburn_tonnes_NOx"] ≈ nat_gas_emissions_lb_per_mmbtu["NOx"] * yr1_nat_gas_mmbtu * TONNE_PER_LB atol=1e-2 @test results["Site"]["annual_emissions_from_fuelburn_tonnes_SO2"] ≈ nat_gas_emissions_lb_per_mmbtu["SO2"] * yr1_nat_gas_mmbtu * TONNE_PER_LB atol=1e-2 @test results["Site"]["annual_emissions_from_fuelburn_tonnes_PM25"] ≈ nat_gas_emissions_lb_per_mmbtu["PM25"] * yr1_nat_gas_mmbtu * TONNE_PER_LB atol=1e-2 - @test results["Site"]["lifecycle_emissions_tonnes_CO2"] ≈ results["Site"]["lifecycle_emissions_from_fuelburn_tonnes_CO2"] + results["ElectricUtility"]["lifecycle_emissions_tonnes_CO2"] atol=1 - @test results["Site"]["lifecycle_emissions_tonnes_NOx"] ≈ results["Site"]["lifecycle_emissions_from_fuelburn_tonnes_NOx"] + results["ElectricUtility"]["lifecycle_emissions_tonnes_NOx"] atol=0.1 - @test results["Site"]["lifecycle_emissions_tonnes_SO2"] ≈ results["Site"]["lifecycle_emissions_from_fuelburn_tonnes_SO2"] + results["ElectricUtility"]["lifecycle_emissions_tonnes_SO2"] atol=1e-2 - @test results["Site"]["lifecycle_emissions_tonnes_PM25"] ≈ results["Site"]["lifecycle_emissions_from_fuelburn_tonnes_PM25"] + results["ElectricUtility"]["lifecycle_emissions_tonnes_PM25"] atol=1.5e-2 - @test results["Site"]["annual_renewable_electricity_kwh"] ≈ results["PV"]["annual_energy_produced_kwh"] + inputs["CHP"]["fuel_renewable_energy_fraction"] * results["CHP"]["annual_electric_production_kwh"] atol=1 - @test results["Site"]["renewable_electricity_fraction"] ≈ results["Site"]["annual_renewable_electricity_kwh"] / results["ElectricLoad"]["annual_calculated_kwh"] atol=1e-6#0.044285 atol=1e-4 - KWH_PER_MMBTU = 293.07107 - annual_RE_kwh = inputs["CHP"]["fuel_renewable_energy_fraction"] * results["CHP"]["annual_thermal_production_mmbtu"] * KWH_PER_MMBTU + results["Site"]["annual_renewable_electricity_kwh"] - annual_heat_kwh = (results["CHP"]["annual_thermal_production_mmbtu"] + results["ExistingBoiler"]["annual_thermal_production_mmbtu"]) * KWH_PER_MMBTU - @test results["Site"]["total_renewable_energy_fraction"] ≈ annual_RE_kwh / (annual_heat_kwh + results["ElectricLoad"]["annual_calculated_kwh"]) atol=1e-6 + @test results["Site"]["lifecycle_emissions_tonnes_CO2"] ≈ results["Site"]["lifecycle_emissions_from_fuelburn_tonnes_CO2"] + results["ElectricUtility"]["lifecycle_emissions_tonnes_CO2"] rtol=0.001 + @test results["Site"]["lifecycle_emissions_tonnes_NOx"] ≈ results["Site"]["lifecycle_emissions_from_fuelburn_tonnes_NOx"] + results["ElectricUtility"]["lifecycle_emissions_tonnes_NOx"] rtol=0.001 + @test results["Site"]["lifecycle_emissions_tonnes_SO2"] ≈ results["Site"]["lifecycle_emissions_from_fuelburn_tonnes_SO2"] + results["ElectricUtility"]["lifecycle_emissions_tonnes_SO2"] rtol=0.01 # rounding causes difference + @test results["Site"]["lifecycle_emissions_tonnes_PM25"] ≈ results["Site"]["lifecycle_emissions_from_fuelburn_tonnes_PM25"] + results["ElectricUtility"]["lifecycle_emissions_tonnes_PM25"] rtol=0.001 + @test results["Site"]["annual_onsite_renewable_electricity_kwh"] ≈ results["PV"]["annual_energy_produced_kwh"] + inputs["CHP"]["fuel_renewable_energy_fraction"] * results["CHP"]["annual_electric_production_kwh"] atol=1 + @test results["Site"]["onsite_renewable_electricity_fraction_of_elec_load"] ≈ results["Site"]["annual_onsite_renewable_electricity_kwh"] / results["ElectricLoad"]["annual_electric_load_with_thermal_conversions_kwh"] rtol=0.001 + annual_RE_kwh = inputs["CHP"]["fuel_renewable_energy_fraction"] * results["CHP"]["annual_thermal_production_mmbtu"] * REopt.KWH_PER_MMBTU + results["Site"]["annual_onsite_renewable_electricity_kwh"] + annual_heat_kwh = (results["CHP"]["annual_thermal_production_mmbtu"] + results["ExistingBoiler"]["annual_thermal_production_mmbtu"]) * REopt.KWH_PER_MMBTU + @test results["Site"]["onsite_renewable_energy_fraction_of_total_load"] ≈ annual_RE_kwh / (annual_heat_kwh + results["ElectricLoad"]["annual_electric_load_with_thermal_conversions_kwh"]) rtol=0.001 end end end + @testset "Renewable Energy from Grid" begin + # Test RE calc + inputs = JSON.parsefile("./scenarios/re_emissions_elec_only.json") # PV, Generator, ElectricStorage + + s = Scenario(inputs) + m = Model(optimizer_with_attributes(HiGHS.Optimizer, "output_flag" => false, "log_to_console" => false)) + results = run_reopt(m, inputs) + + bess_effic = 0.96*0.975^0.5*0.96*0.975^0.5 + grid2load = results["ElectricUtility"]["electric_to_load_series_kw"] + grid2bess = results["ElectricUtility"]["electric_to_storage_series_kw"] + gridRE = sum((grid2load + grid2bess * bess_effic) .* s.electric_utility.renewable_energy_fraction_series) + pv2load = sum(results["PV"]["electric_to_load_series_kw"]) + pv2grid = sum(results["PV"]["electric_to_grid_series_kw"]) + pv2bess = sum(results["PV"]["electric_to_storage_series_kw"]) + onsiteRE = pv2load + pv2grid + pv2bess * bess_effic + + @test results["ElectricUtility"]["annual_renewable_electricity_supplied_kwh"] ≈ gridRE rtol=1e-4 + @test results["Site"]["onsite_and_grid_renewable_electricity_fraction_of_elec_load"] ≈ ((onsiteRE+gridRE) / results["ElectricLoad"]["annual_calculated_kwh"]) rtol=1e-3 + + # TODO: Add tests with heating techs (ASHP or GHP) once AnnualEleckWh is updated + end + @testset "Back pressure steam turbine" begin """ Validation to ensure that: @@ -2276,9 +2448,9 @@ else # run HiGHS tests input_data["DomesticHotWaterLoad"]["doe_reference_name"] = building elec_load = REopt.ElectricLoad(latitude=latitude, longitude=longitude, doe_reference_name=building) input_data["ElectricLoad"]["annual_kwh"] = elec_load_multiplier * sum(elec_load.loads_kw) - space_load = REopt.SpaceHeatingLoad(latitude=latitude, longitude=longitude, doe_reference_name=building, existing_boiler_efficiency=input_data["ExistingBoiler"]["efficiency"]) + space_load = REopt.HeatingLoad(load_type="space_heating", latitude=latitude, longitude=longitude, doe_reference_name=building, existing_boiler_efficiency=input_data["ExistingBoiler"]["efficiency"]) input_data["SpaceHeatingLoad"]["annual_mmbtu"] = heat_load_multiplier * space_load.annual_mmbtu / input_data["ExistingBoiler"]["efficiency"] - dhw_load = REopt.DomesticHotWaterLoad(latitude=latitude, longitude=longitude, doe_reference_name=building, existing_boiler_efficiency=input_data["ExistingBoiler"]["efficiency"]) + dhw_load = REopt.HeatingLoad(load_type="domestic_hot_water", latitude=latitude, longitude=longitude, doe_reference_name=building, existing_boiler_efficiency=input_data["ExistingBoiler"]["efficiency"]) input_data["DomesticHotWaterLoad"]["annual_mmbtu"] = heat_load_multiplier * dhw_load.annual_mmbtu / input_data["ExistingBoiler"]["efficiency"] s = Scenario(input_data) inputs = REoptInputs(s) @@ -2472,46 +2644,46 @@ else # run HiGHS tests p = REoptInputs(s) m = Model(optimizer_with_attributes(HiGHS.Optimizer, "output_flag" => false, "log_to_console" => false)) results = run_reopt(m, p) - @test results["ASHP_SpaceHeater"]["size_ton"] ≈ 0.0 atol=0.1 - @test results["ASHP_SpaceHeater"]["annual_thermal_production_mmbtu"] ≈ 0.0 atol=0.1 - @test results["ASHP_SpaceHeater"]["annual_electric_consumption_kwh"] ≈ 0.0 atol=0.1 + @test results["ASHPSpaceHeater"]["size_ton"] ≈ 0.0 atol=0.1 + @test results["ASHPSpaceHeater"]["annual_thermal_production_mmbtu"] ≈ 0.0 atol=0.1 + @test results["ASHPSpaceHeater"]["annual_electric_consumption_kwh"] ≈ 0.0 atol=0.1 @test results["ElectricUtility"]["annual_energy_supplied_kwh"] ≈ 87600.0 atol=0.1 #Case 2: ASHP has temperature-dependent output and serves all heating load d["ExistingChiller"] = Dict("retire_in_optimal" => false) d["ExistingBoiler"]["retire_in_optimal"] = false d["ExistingBoiler"]["fuel_cost_per_mmbtu"] = 100 - d["ASHP_SpaceHeater"]["installed_cost_per_ton"] = 300 - d["ASHP_SpaceHeater"]["min_allowable_ton"] = 80.0 + d["ASHPSpaceHeater"]["installed_cost_per_ton"] = 300 + d["ASHPSpaceHeater"]["min_allowable_ton"] = 80.0 s = Scenario(d) p = REoptInputs(s) m = Model(optimizer_with_attributes(HiGHS.Optimizer, "output_flag" => false, "log_to_console" => false)) results = run_reopt(m, p) annual_thermal_prod = 0.8 * 8760 #80% efficient boiler --> 0.8 MMBTU of heat load per hour - annual_ashp_consumption = sum(0.8 * REopt.KWH_PER_MMBTU / p.heating_cop["ASHP_SpaceHeater"][ts] for ts in p.time_steps) + annual_ashp_consumption = sum(0.8 * REopt.KWH_PER_MMBTU / p.heating_cop["ASHPSpaceHeater"][ts] for ts in p.time_steps) annual_energy_supplied = 87600 + annual_ashp_consumption - @test results["ASHP_SpaceHeater"]["size_ton"] ≈ 80.0 atol=0.01 - @test results["ASHP_SpaceHeater"]["annual_thermal_production_mmbtu"] ≈ annual_thermal_prod rtol=1e-4 - @test results["ASHP_SpaceHeater"]["annual_electric_consumption_kwh"] ≈ annual_ashp_consumption rtol=1e-4 + @test results["ASHPSpaceHeater"]["size_ton"] ≈ 80.0 atol=0.01 + @test results["ASHPSpaceHeater"]["annual_thermal_production_mmbtu"] ≈ annual_thermal_prod rtol=1e-4 + @test results["ASHPSpaceHeater"]["annual_electric_consumption_kwh"] ≈ annual_ashp_consumption rtol=1e-4 @test results["ElectricUtility"]["annual_energy_supplied_kwh"] ≈ annual_energy_supplied rtol=1e-4 - @test results["ASHP_SpaceHeater"]["annual_thermal_production_tonhour"] ≈ 0.0 atol=1e-4 + @test results["ASHPSpaceHeater"]["annual_thermal_production_tonhour"] ≈ 0.0 atol=1e-4 #Case 3: ASHP can serve cooling, add cooling load d["CoolingLoad"] = Dict("thermal_loads_ton" => ones(8760)*0.1) d["ExistingChiller"] = Dict("cop" => 0.5) - d["ASHP_SpaceHeater"]["can_serve_cooling"] = true + d["ASHPSpaceHeater"]["can_serve_cooling"] = true s = Scenario(d) p = REoptInputs(s) m = Model(optimizer_with_attributes(HiGHS.Optimizer, "output_flag" => false, "log_to_console" => false)) results = run_reopt(m, p) - annual_ashp_consumption += 0.1 * sum(REopt.KWH_THERMAL_PER_TONHOUR / p.cooling_cop["ASHP_SpaceHeater"][ts] for ts in p.time_steps) + annual_ashp_consumption += 0.1 * sum(REopt.KWH_THERMAL_PER_TONHOUR / p.cooling_cop["ASHPSpaceHeater"][ts] for ts in p.time_steps) annual_energy_supplied = annual_ashp_consumption + 87600 - 2*876.0*REopt.KWH_THERMAL_PER_TONHOUR - @test results["ASHP_SpaceHeater"]["size_ton"] ≈ 80.0 atol=0.01 #size increases when cooling load also served - @test results["ASHP_SpaceHeater"]["annual_electric_consumption_kwh"] ≈ annual_ashp_consumption rtol=1e-4 - @test results["ASHP_SpaceHeater"]["annual_thermal_production_tonhour"] ≈ 876.0 rtol=1e-4 + @test results["ASHPSpaceHeater"]["size_ton"] ≈ 80.0 atol=0.01 #size increases when cooling load also served + @test results["ASHPSpaceHeater"]["annual_electric_consumption_kwh"] ≈ annual_ashp_consumption rtol=1e-4 + @test results["ASHPSpaceHeater"]["annual_thermal_production_tonhour"] ≈ 876.0 rtol=1e-4 #Case 4: ASHP used for everything because the existing boiler and chiller are retired even if efficient or free to operate d["ExistingChiller"] = Dict("retire_in_optimal" => true, "cop" => 100) @@ -2521,8 +2693,8 @@ else # run HiGHS tests p = REoptInputs(s) m = Model(optimizer_with_attributes(HiGHS.Optimizer, "output_flag" => false, "log_to_console" => false)) results = run_reopt(m, p) - @test results["ASHP_SpaceHeater"]["annual_electric_consumption_kwh"] ≈ annual_ashp_consumption rtol=1e-4 - @test results["ASHP_SpaceHeater"]["annual_thermal_production_tonhour"] ≈ 876.0 atol=1e-4 + @test results["ASHPSpaceHeater"]["annual_electric_consumption_kwh"] ≈ annual_ashp_consumption rtol=1e-4 + @test results["ASHPSpaceHeater"]["annual_thermal_production_tonhour"] ≈ 876.0 atol=1e-4 end @@ -2535,27 +2707,27 @@ else # run HiGHS tests p = REoptInputs(s) m = Model(optimizer_with_attributes(HiGHS.Optimizer, "output_flag" => false, "log_to_console" => false)) results = run_reopt(m, p) - @test results["ASHP_WaterHeater"]["size_ton"] ≈ 0.0 atol=0.1 - @test results["ASHP_WaterHeater"]["annual_thermal_production_mmbtu"] ≈ 0.0 atol=0.1 - @test results["ASHP_WaterHeater"]["annual_electric_consumption_kwh"] ≈ 0.0 atol=0.1 + @test results["ASHPWaterHeater"]["size_ton"] ≈ 0.0 atol=0.1 + @test results["ASHPWaterHeater"]["annual_thermal_production_mmbtu"] ≈ 0.0 atol=0.1 + @test results["ASHPWaterHeater"]["annual_electric_consumption_kwh"] ≈ 0.0 atol=0.1 @test results["ElectricUtility"]["annual_energy_supplied_kwh"] ≈ 87600.0 atol=0.1 #Case 2: ASHP_WH has temperature-dependent output and serves all DHW load d["ExistingChiller"] = Dict("retire_in_optimal" => false) d["ExistingBoiler"]["retire_in_optimal"] = false d["ExistingBoiler"]["fuel_cost_per_mmbtu"] = 100 - d["ASHP_WaterHeater"]["installed_cost_per_ton"] = 300 + d["ASHPWaterHeater"]["installed_cost_per_ton"] = 300 s = Scenario(d) p = REoptInputs(s) m = Model(optimizer_with_attributes(HiGHS.Optimizer, "output_flag" => false, "log_to_console" => false)) results = run_reopt(m, p) annual_thermal_prod = 0.4 * 8760 #80% efficient boiler --> 0.8 MMBTU of heat load per hour - annual_ashp_consumption = sum(0.4 * REopt.KWH_PER_MMBTU / p.heating_cop["ASHP_WaterHeater"][ts] for ts in p.time_steps) + annual_ashp_consumption = sum(0.4 * REopt.KWH_PER_MMBTU / p.heating_cop["ASHPWaterHeater"][ts] for ts in p.time_steps) annual_energy_supplied = 87600 + annual_ashp_consumption - @test results["ASHP_WaterHeater"]["size_ton"] ≈ 37.495 atol=0.01 - @test results["ASHP_WaterHeater"]["annual_thermal_production_mmbtu"] ≈ annual_thermal_prod rtol=1e-4 - @test results["ASHP_WaterHeater"]["annual_electric_consumption_kwh"] ≈ annual_ashp_consumption rtol=1e-4 + @test results["ASHPWaterHeater"]["size_ton"] ≈ 37.673 atol=0.1 + @test results["ASHPWaterHeater"]["annual_thermal_production_mmbtu"] ≈ annual_thermal_prod rtol=1e-4 + @test results["ASHPWaterHeater"]["annual_electric_consumption_kwh"] ≈ annual_ashp_consumption rtol=1e-4 @test results["ElectricUtility"]["annual_energy_supplied_kwh"] ≈ annual_energy_supplied rtol=1e-4 end @@ -2567,41 +2739,108 @@ else # run HiGHS tests d["ExistingChiller"] = Dict{String,Any}("retire_in_optimal" => false, "cop" => 100) d["ExistingBoiler"]["retire_in_optimal"] = false d["ExistingBoiler"]["fuel_cost_per_mmbtu"] = 0.001 - d["ASHP_SpaceHeater"]["can_serve_cooling"] = true - d["ASHP_SpaceHeater"]["force_into_system"] = true - d["ASHP_WaterHeater"] = Dict{String,Any}("force_into_system" => true, "max_ton" => 100000) + d["ASHPSpaceHeater"]["can_serve_cooling"] = true + d["ASHPSpaceHeater"]["force_into_system"] = true + d["ASHPWaterHeater"] = Dict{String,Any}("force_into_system" => true, "force_dispatch" => false, "max_ton" => 100000) s = Scenario(d) p = REoptInputs(s) m = Model(optimizer_with_attributes(HiGHS.Optimizer, "output_flag" => false, "log_to_console" => false)) results = run_reopt(m, p) - @test results["ASHP_WaterHeater"]["annual_electric_consumption_kwh"] ≈ sum(0.4 * REopt.KWH_PER_MMBTU / p.heating_cop["ASHP_WaterHeater"][ts] for ts in p.time_steps) rtol=1e-4 - @test results["ASHP_SpaceHeater"]["annual_thermal_production_mmbtu"] ≈ 0.4 * 8760 rtol=1e-4 - @test results["ASHP_SpaceHeater"]["annual_thermal_production_tonhour"] ≈ 876.0 rtol=1e-4 + @test results["ASHPWaterHeater"]["annual_electric_consumption_kwh"] ≈ sum(0.4 * REopt.KWH_PER_MMBTU / p.heating_cop["ASHPWaterHeater"][ts] for ts in p.time_steps) rtol=1e-4 + @test results["ASHPSpaceHeater"]["annual_thermal_production_mmbtu"] ≈ 0.4 * 8760 rtol=1e-4 + @test results["ASHPSpaceHeater"]["annual_thermal_production_tonhour"] ≈ 876.0 rtol=1e-4 - d["ASHP_SpaceHeater"]["force_into_system"] = false + d["ASHPSpaceHeater"]["force_into_system"] = false s = Scenario(d) p = REoptInputs(s) m = Model(optimizer_with_attributes(HiGHS.Optimizer, "output_flag" => false, "log_to_console" => false)) results = run_reopt(m, p) - @test results["ASHP_WaterHeater"]["annual_electric_consumption_kwh"] ≈ sum(0.4 * REopt.KWH_PER_MMBTU / p.heating_cop["ASHP_WaterHeater"][ts] for ts in p.time_steps) rtol=1e-4 + @test results["ASHPWaterHeater"]["annual_electric_consumption_kwh"] ≈ sum(0.4 * REopt.KWH_PER_MMBTU / p.heating_cop["ASHPWaterHeater"][ts] for ts in p.time_steps) rtol=1e-4 @test results["ExistingBoiler"]["annual_thermal_production_mmbtu"] ≈ 0.4 * 8760 rtol=1e-4 @test results["ExistingChiller"]["annual_thermal_production_tonhour"] ≈ 876.0 rtol=1e-4 - d["ASHP_SpaceHeater"]["force_into_system"] = true - d["ASHP_WaterHeater"]["force_into_system"] = false + d["ASHPSpaceHeater"]["force_into_system"] = true + d["ASHPWaterHeater"]["force_into_system"] = false s = Scenario(d) p = REoptInputs(s) m = Model(optimizer_with_attributes(HiGHS.Optimizer, "output_flag" => false, "log_to_console" => false)) results = run_reopt(m, p) - @test results["ASHP_SpaceHeater"]["annual_thermal_production_mmbtu"] ≈ 0.4 * 8760 rtol=1e-4 - @test results["ASHP_SpaceHeater"]["annual_thermal_production_tonhour"] ≈ 876.0 rtol=1e-4 + @test results["ASHPSpaceHeater"]["annual_thermal_production_mmbtu"] ≈ 0.4 * 8760 rtol=1e-4 + @test results["ASHPSpaceHeater"]["annual_thermal_production_tonhour"] ≈ 876.0 rtol=1e-4 @test results["ExistingBoiler"]["annual_thermal_production_mmbtu"] ≈ 0.4 * 8760 rtol=1e-4 end - + + @testset "ASHP Forced Dispatch to Load or Max Capacity" begin + d = JSON.parsefile("./scenarios/ashp.json") + d["SpaceHeatingLoad"]["annual_mmbtu"] = 0.5 * 8760 + d["DomesticHotWaterLoad"] = Dict{String,Any}("annual_mmbtu" => 0.5 * 8760, "doe_reference_name" => "FlatLoad") + d["CoolingLoad"] = Dict{String,Any}("thermal_loads_ton" => ones(8760)*0.1) + d["ExistingChiller"] = Dict{String,Any}("retire_in_optimal" => false, "cop" => 100) + d["ExistingBoiler"]["retire_in_optimal"] = false + d["ExistingBoiler"]["fuel_cost_per_mmbtu"] = 0.001 + d["ASHPSpaceHeater"]["can_serve_cooling"] = true + d["ASHPSpaceHeater"]["force_dispatch"] = true + d["ASHPSpaceHeater"]["min_ton"] = 1000 + d["ASHPSpaceHeater"]["max_ton"] = 1000 + + s = Scenario(d) + p = REoptInputs(s) + m = Model(optimizer_with_attributes(HiGHS.Optimizer, "output_flag" => false, "log_to_console" => false)) + results = run_reopt(m, p) + + #Case 1: ASHP systems run to meet full site load as they are oversized and dispatch is forced + @test results["ASHPSpaceHeater"]["annual_electric_consumption_kwh"] ≈ sum(0.4 * REopt.KWH_PER_MMBTU / p.heating_cop["ASHPSpaceHeater"][ts] + 0.1 * REopt.KWH_THERMAL_PER_TONHOUR / p.cooling_cop["ASHPSpaceHeater"][ts] for ts in p.time_steps) rtol=1e-4 + # This confirms that ASHPSpaceHeater is forced to dispatch to cooling load because the default ExistingChiller.cop is greater than the defaul ASHP cooling COP + @test results["ASHPSpaceHeater"]["annual_thermal_production_tonhour"] ≈ 0.1 * 8760 rtol=1e-4 + @test results["ASHPSpaceHeater"]["annual_thermal_production_mmbtu"] ≈ 0.4 * 8760 rtol=1e-4 + + d["ASHPSpaceHeater"]["can_serve_cooling"] = false + d["ASHPSpaceHeater"]["min_ton"] = 10 + d["ASHPSpaceHeater"]["max_ton"] = 10 + d["ASHPSpaceHeater"]["min_allowable_ton"] = 0 + d["ASHPWaterHeater"] = Dict{String,Any}("force_dispatch" => true, "min_allowable_ton" => 0.0, "min_ton" => 10, "max_ton" => 10) + + s = Scenario(d) + p = REoptInputs(s) + m = Model(optimizer_with_attributes(HiGHS.Optimizer, "output_flag" => false, "log_to_console" => false)) + results = run_reopt(m, p) + + #Case 2: ASHP systems run to meet at capacity as they are undersized and dispatch is forced, Space Heater is heat only + @test results["ASHPSpaceHeater"]["annual_electric_consumption_kwh"] ≈ sum(10 * REopt.KWH_THERMAL_PER_TONHOUR * p.heating_cf["ASHPSpaceHeater"][ts] / p.heating_cop["ASHPSpaceHeater"][ts] for ts in p.time_steps) rtol=1e-4 + @test results["ASHPSpaceHeater"]["annual_thermal_production_mmbtu"] ≈ sum(10 * (REopt.KWH_THERMAL_PER_TONHOUR/REopt.KWH_PER_MMBTU) * p.heating_cf["ASHPSpaceHeater"][ts] for ts in p.time_steps) rtol=1e-4 + @test results["ASHPWaterHeater"]["annual_electric_consumption_kwh"] ≈ sum(10 * REopt.KWH_THERMAL_PER_TONHOUR * p.heating_cf["ASHPWaterHeater"][ts] / p.heating_cop["ASHPWaterHeater"][ts] for ts in p.time_steps) rtol=1e-4 + @test results["ASHPWaterHeater"]["annual_thermal_production_mmbtu"] ≈ sum(10 * (REopt.KWH_THERMAL_PER_TONHOUR/REopt.KWH_PER_MMBTU) * p.heating_cf["ASHPWaterHeater"][ts] for ts in p.time_steps) rtol=1e-4 + + d["ASHPSpaceHeater"]["force_dispatch"] = false + d["ASHPWaterHeater"]["force_dispatch"] = false + + s = Scenario(d) + p = REoptInputs(s) + m = Model(optimizer_with_attributes(HiGHS.Optimizer, "output_flag" => false, "log_to_console" => false)) + results = run_reopt(m, p) + + #Case 3: ASHP present but does not run because dispatch is not forced and boiler fuel is cheap + @test results["ASHPSpaceHeater"]["annual_electric_consumption_kwh"] ≈ 0.0 atol=1e-4 + @test results["ASHPSpaceHeater"]["annual_thermal_production_mmbtu"] ≈ 0.0 atol=1e-4 + @test results["ASHPWaterHeater"]["annual_electric_consumption_kwh"] ≈ 0.0 atol=1e-4 + @test results["ASHPWaterHeater"]["annual_thermal_production_mmbtu"] ≈ 0.0 atol=1e-4 + + #Case 4: confirm that when force_dispatch == true, there is no ASHP system purchased when system is expensive compared to cost of fuel + d["ASHPSpaceHeater"]["force_dispatch"] = true + d["ASHPWaterHeater"]["force_dispatch"] = true + d["ASHPSpaceHeater"]["min_ton"] = 0.0 + d["ASHPWaterHeater"]["min_ton"] = 0.0 + s = Scenario(d) + p = REoptInputs(s) + m = Model(optimizer_with_attributes(HiGHS.Optimizer, "output_flag" => false, "log_to_console" => false)) + results = run_reopt(m, p) + @test results["ASHPSpaceHeater"]["size_ton"] ≈ 0.0 atol=1e-4 + @test results["ASHPWaterHeater"]["size_ton"] ≈ 0.0 atol=1e-4 + end end @testset "Process Heat Load" begin @@ -2709,6 +2948,15 @@ else # run HiGHS tests @test results["ExistingBoiler"]["annual_thermal_production_mmbtu"] ≈ 105120.0 atol=0.1 end + @testset "CST" begin + d = JSON.parsefile("./scenarios/cst.json") + s = Scenario(d) + p = REoptInputs(s) + m = Model(optimizer_with_attributes(HiGHS.Optimizer, "output_flag" => false, "log_to_console" => false)) + results = run_reopt(m, p) + @test results["CST"]["size_kw"] ≈ 100.0 atol=0.1 + end + @testset "Custom REopt logger" begin # Throw a handled error @@ -2803,5 +3051,298 @@ else # run HiGHS tests @test length(r["Messages"]["errors"]) > 0 @test length(r["Messages"]["warnings"]) > 0 end + + @testset "Normalize and scale load profile input to annual and monthly energy" begin + # Normalize and scale input load profile based on annual or monthly energy uses + # The purpose of this is to be able to build a load profile shape, and then scale to the typical monthly energy data that users have + + input_data = JSON.parsefile("./scenarios/norm_scale_load.json") + + # Start with normalizing and scaling electric load only + input_data["ElectricLoad"]["loads_kw"] = fill(10.0, 8760) + input_data["ElectricLoad"]["loads_kw"][5:28] .= 20.0 + input_data["ElectricLoad"]["year"] = 2020 + input_data["ElectricLoad"]["monthly_totals_kwh"] = fill(87600.0/12, 12) + input_data["ElectricLoad"]["monthly_totals_kwh"][2] *= 2 + input_data["ElectricLoad"]["normalize_and_scale_load_profile_input"] = true + + s = Scenario(input_data) + inputs = REoptInputs(s) + + # Check that monthly energy input is preserved when normalizing and scaling the hourly profile + @test abs(sum(s.electric_load.loads_kw) - sum(input_data["ElectricLoad"]["monthly_totals_kwh"])) < 1.0 + + # Check consistency of get_monthly_energy() function which is used in simulated_load() + monthly_totals_kwh = REopt.get_monthly_energy(s.electric_load.loads_kw; year=input_data["ElectricLoad"]["year"]) + + # Check that each month matches + @test sum(monthly_totals_kwh .- input_data["ElectricLoad"]["monthly_totals_kwh"]) < 1.0 + + # Check that the load ratio within a month is proportional to the loads_kw ratio + @test abs(s.electric_load.loads_kw[6] / s.electric_load.loads_kw[4] - input_data["ElectricLoad"]["loads_kw"][6] / input_data["ElectricLoad"]["loads_kw"][4]) < 0.001 + + # Check consistency with simulated_load function + d_sim_load = Dict([ + ("load_type", "electric"), + ("normalize_and_scale_load_profile_input", true), + ("load_profile", input_data["ElectricLoad"]["loads_kw"]), + ("monthly_totals_kwh", input_data["ElectricLoad"]["monthly_totals_kwh"]) + ]) + + sim_load_response = simulated_load(d_sim_load) + + @test abs(sim_load_response["annual_kwh"] - sum(input_data["ElectricLoad"]["monthly_totals_kwh"])) < 1.0 + @test sum(s.electric_load.loads_kw .- sim_load_response["loads_kw"]) < 10.0 + + # Check space heating load normalization and scaling + input_data = JSON.parsefile("./scenarios/norm_scale_load.json") + input_data["ElectricLoad"]["doe_reference_name"] = "LargeOffice" + # Focus on SpaceHeating for heating norm and scale + input_data["SpaceHeatingLoad"] = Dict() + input_data["SpaceHeatingLoad"]["fuel_loads_mmbtu_per_hour"] = fill(10.0, 8760) + input_data["SpaceHeatingLoad"]["fuel_loads_mmbtu_per_hour"][5:28] .= 20.0 + input_data["SpaceHeatingLoad"]["year"] = 2017 + + input_data["SpaceHeatingLoad"]["monthly_mmbtu"] = fill(87600.0/12, 12) + input_data["SpaceHeatingLoad"]["monthly_mmbtu"][2] *= 2 + input_data["SpaceHeatingLoad"]["normalize_and_scale_load_profile_input"] = true + input_data["SpaceHeatingLoad"]["addressable_load_fraction"] = 0.9 + address_frac = input_data["SpaceHeatingLoad"]["addressable_load_fraction"] + + input_data["ProcessHeatLoad"] = Dict() + input_data["ProcessHeatLoad"]["fuel_loads_mmbtu_per_hour"] = fill(1.0, 8760) + input_data["ProcessHeatLoad"]["fuel_loads_mmbtu_per_hour"][6] = 21.0 + input_data["ProcessHeatLoad"]["year"] = 2017 + input_data["ProcessHeatLoad"]["annual_mmbtu"] = 87800 + input_data["ProcessHeatLoad"]["normalize_and_scale_load_profile_input"] = true + + s = Scenario(input_data) + inputs = REoptInputs(s) + + # Check that monthly energy input is preserved when normalizing and scaling the hourly profile + @test abs(sum(s.space_heating_load.loads_kw / s.existing_boiler.efficiency / REopt.KWH_PER_MMBTU) - sum(input_data["SpaceHeatingLoad"]["monthly_mmbtu"]) * address_frac) < 1.0 + # Check consistency of get_monthly_energy() function which is used in simulated_load() + monthly_kwht = REopt.get_monthly_energy(s.space_heating_load.loads_kw; year=input_data["SpaceHeatingLoad"]["year"]) + monthly_mmbtu = monthly_kwht/ s.existing_boiler.efficiency / REopt.KWH_PER_MMBTU + @test sum(monthly_mmbtu .- input_data["SpaceHeatingLoad"]["monthly_mmbtu"] * address_frac) < 1.0 + + # Check that annual energy input is preserved when normalizing and scaling the hourly profile + @test abs(sum(s.process_heat_load.loads_kw / s.existing_boiler.efficiency / REopt.KWH_PER_MMBTU) - input_data["ProcessHeatLoad"]["annual_mmbtu"]) < 1.0 + + # Check that the load ratio within a month is proportional to the loads_kw ratio + @test abs(s.space_heating_load.loads_kw[6] / s.space_heating_load.loads_kw[4] - input_data["SpaceHeatingLoad"]["fuel_loads_mmbtu_per_hour"][6] / input_data["SpaceHeatingLoad"]["fuel_loads_mmbtu_per_hour"][4]) < 0.001 + @test abs(s.process_heat_load.loads_kw[6] / s.process_heat_load.loads_kw[4] - input_data["ProcessHeatLoad"]["fuel_loads_mmbtu_per_hour"][6] / input_data["ProcessHeatLoad"]["fuel_loads_mmbtu_per_hour"][4]) < 0.001 + + # Check space heating consistency with simulated_load function + d_sim_load = Dict([ + ("load_type", "space_heating"), + ("normalize_and_scale_load_profile_input", true), + ("load_profile", input_data["SpaceHeatingLoad"]["fuel_loads_mmbtu_per_hour"]), + ("monthly_mmbtu", input_data["SpaceHeatingLoad"]["monthly_mmbtu"]), + ("addressable_load_fraction", address_frac) + ]) + + sim_load_response = simulated_load(d_sim_load) + + @test abs(sim_load_response["annual_mmbtu"] - sum(input_data["SpaceHeatingLoad"]["monthly_mmbtu"]) * address_frac) < 1.0 + @test sum(s.space_heating_load.loads_kw / s.existing_boiler.efficiency / REopt.KWH_PER_MMBTU .- sim_load_response["loads_mmbtu_per_hour"]) < 10.0 + + # Check process heat consistency with simulated_load function + d_sim_load = Dict([ + ("load_type", "process_heat"), + ("normalize_and_scale_load_profile_input", true), + ("load_profile", input_data["ProcessHeatLoad"]["fuel_loads_mmbtu_per_hour"]), + ("annual_mmbtu", input_data["ProcessHeatLoad"]["annual_mmbtu"]) + ]) + + sim_load_response = simulated_load(d_sim_load) + + @test abs(sim_load_response["annual_mmbtu"] - input_data["ProcessHeatLoad"]["annual_mmbtu"]) < 1.0 + @test sum(s.process_heat_load.loads_kw / s.existing_boiler.efficiency / REopt.KWH_PER_MMBTU .- sim_load_response["loads_mmbtu_per_hour"]) < 10.0 + + end + + @testset "Storage Duration" begin + ## Battery storage + d = JSON.parsefile("scenarios/pv_storage.json") + d["ElectricStorage"]["min_duration_hours"] = 8 + d["ElectricStorage"]["max_duration_hours"] = 8 + s = Scenario(d) + inputs = REoptInputs(s) + m = Model(optimizer_with_attributes(HiGHS.Optimizer, "output_flag" => false, "log_to_console" => false)) + r = run_reopt(m, inputs) + # Test battery size_kwh = size_hw * duration + @test r["ElectricStorage"]["size_kw"]*8 - r["ElectricStorage"]["size_kwh"] ≈ 0.0 atol = 0.1 + + end + + @testset "Test leap year for URDB demand and energy charges" begin + """ + We tell users to truncate/cut-off the last day of the year of their load profile for leap years, to + preserve the weekday/weekend and month alignment of the load with the rate structure + + The input .json file has a custom rate tariff to test leap year behavior for timesteps beyond end of February + Higher energy price weekdays between 7AM (ts 8, 32, etc) through 7pm (ts 20, 44, etc) + Flat/Facility (non-TOU) demand charges of 18.05/kW all month + TOU demand charges of 10/kW between 2pm-7pm on weekdays + """ + input_data = JSON.parsefile("scenarios/leap_year.json") + # Set the load profile to zeros except for certain timesteps to test alignment of load with rate structure + peak_load = 10.0 + for year in [2023, 2024] + input_data["ElectricLoad"]["year"] = year + + # Test for TOU energy and demand charges alignment with load profile for leap years + input_data["ElectricLoad"]["loads_kw"] = zeros(8760) + # Sunday (off-peak) March 3, 2023, so expect off-peak energy and demand charges for 2023 + # Monday (on-peak) March 4, 2024, but Sunday (weekend, off-peak) if February handled as 28 days for leap year (as it was in REopt prior to 2025) + input_data["ElectricLoad"]["loads_kw"][31*24+29*24+3*24+16] = peak_load + s = Scenario(input_data) + inputs = REoptInputs(s) + m = Model(optimizer_with_attributes(HiGHS.Optimizer, "mip_rel_gap" => 0.01, "output_flag" => false, "log_to_console" => false)) + results = run_reopt(m, inputs) + + # TOU Energy charges + weekend_rate = input_data["ElectricTariff"]["urdb_response"]["energyratestructure"][2][1]["rate"] # Not used in this test + weekday_rate = input_data["ElectricTariff"]["urdb_response"]["energyratestructure"][3][1]["rate"] + + # TOU Demand charges + flat_rate = input_data["ElectricTariff"]["urdb_response"]["flatdemandstructure"][3][1]["rate"] + tou_rate = input_data["ElectricTariff"]["urdb_response"]["demandratestructure"][3][1]["rate"] + + energy_charge_expected = 0.0 + demand_charge_expected = 0.0 + if year == 2023 + energy_charge_expected = weekend_rate * peak_load + demand_charge_expected = flat_rate * peak_load + elseif year == 2024 # Leap year + energy_charge_expected = weekday_rate * peak_load + demand_charge_expected = (flat_rate + tou_rate) * peak_load + end + @test results["ElectricTariff"]["year_one_energy_cost_before_tax"] ≈ energy_charge_expected atol=1E-6 + @test results["ElectricTariff"]["year_one_demand_cost_before_tax"] ≈ demand_charge_expected atol=1E-6 + + # Flat/facility (non-TOU) demand charge + input_data["ElectricLoad"]["loads_kw"] = zeros(8760) + # Weekday off-peak February 28th, to set February Facility demand charge + input_data["ElectricLoad"]["loads_kw"][31*24+27*24+8] = peak_load + # Weekday off-peak Feb 29th for leap year, March 1st for non-leap year (also if Feb is wrongly handled as 28 days for leap year) + input_data["ElectricLoad"]["loads_kw"][31*24+28*24+8] = peak_load + s = Scenario(input_data) + inputs = REoptInputs(s) + m = Model(optimizer_with_attributes(HiGHS.Optimizer, "mip_rel_gap" => 0.01, "output_flag" => false, "log_to_console" => false)) + results = run_reopt(m, inputs) + flat_rate = input_data["ElectricTariff"]["urdb_response"]["flatdemandstructure"][3][1]["rate"] + if year == 2024 # Leap year + demand_charge_expected = flat_rate * peak_load + elseif year == 2023 + demand_charge_expected = 2 * flat_rate * peak_load + end + @test results["ElectricTariff"]["year_one_demand_cost_before_tax"] ≈ demand_charge_expected atol=1E-6 + end + end + + @testset "Align load profiles based on load year" begin + """ + Common use case: ElectricLoad.loads_kw is input with specific year, but heating and/or cooling is + simulated with either a schedule-based FlatLoad, or b) CRB type with annual or monthly energy + This test confirms that the simulated FlatLoad type and CRB are shifted to start on Monday for 2024 + """ + + input_data = JSON.parsefile("./scenarios/load_year_align.json") + year = 2024 + # ElectricLoad.loads_kw is 2024, and heating and cooling loads are shifted to align + # Use a FlatLoad_16_5 shifted to 2024 (Monday start) with the web tool's custom load builder + loads_kw = readdlm("./data/10 kW FlatLoad_16_5 2024.csv", ',', Float64, header=true)[1][:, 2] + input_data["ElectricLoad"] = Dict("loads_kw" => loads_kw, "year" => year) + + s = Scenario(input_data) + inputs = REoptInputs(s) + m = Model(optimizer_with_attributes(HiGHS.Optimizer, "mip_rel_gap" => 0.01, "output_flag" => false, "log_to_console" => false)) + results = run_reopt(m, inputs) + + electric_load = results["ElectricLoad"]["load_series_kw"] + heating_load = results["HeatingLoad"]["space_heating_boiler_fuel_load_series_mmbtu_per_hour"] + cooling_load = results["CoolingLoad"]["load_series_ton"] + + count_misaligned_heating = sum((electric_load .> 0) .& (heating_load .== 0)) + count_misaligned_cooling = sum((electric_load .> 0) .& (cooling_load .== 0)) + + @test count_misaligned_heating == 0 + @test count_misaligned_cooling == 0 + + # Simulated load with year input (e.g. when user inputs custom electric load profile but wants to see aligned simulated heating load) + d_sim_load = Dict([("latitude", input_data["Site"]["latitude"]), + ("longitude", input_data["Site"]["longitude"]), + ("load_type", "space_heating"), # since annual_tonhour is not given + ("doe_reference_name", "FlatLoad_16_5"), + ("annual_mmbtu", input_data["SpaceHeatingLoad"]["annual_mmbtu"]), + ("year", year) + ]) + + sim_load_response = simulated_load(d_sim_load) + + @test sim_load_response["loads_mmbtu_per_hour"] ≈ round.(heating_load, digits=3) + + # If a non-2017 year is input with a CRB for electric, heating, or cooling load, make sure that + # the energy input is preserved while the CRB profile is shifted and adjusted to align with + # the load year and re-normalized to preserve the annual energy (sum of normalized profile == 1.0) + buildingtype = "Hospital" + input_data["ElectricLoad"] = Dict("doe_reference_name" => buildingtype, "annual_kwh" => 10000, "year" => year) + input_data["SpaceHeatingLoad"] = Dict("doe_reference_name" => buildingtype, "annual_mmbtu" => 10000) + input_data["CoolingLoad"] = Dict("doe_reference_name" => buildingtype, "annual_tonhour" => 100.0) + + s = Scenario(input_data) + inputs = REoptInputs(s) + + # Test that the energy input is preserved with the CRB profile shift + @test sum(s.electric_load.loads_kw) ≈ input_data["ElectricLoad"]["annual_kwh"] + @test sum(s.space_heating_load.loads_kw) / REopt.KWH_PER_MMBTU ≈ input_data["SpaceHeatingLoad"]["annual_mmbtu"] + @test sum(s.cooling_load.loads_kw_thermal) / REopt.KWH_THERMAL_PER_TONHOUR ≈ input_data["CoolingLoad"]["annual_tonhour"] + + # The first CRB profile day, Sunday, is replaced by the first day of the load year, and that day is replicated at the end of the year too + @test s.electric_load.loads_kw[end-24+1:end] == s.electric_load.loads_kw[1:24] + @test s.space_heating_load.loads_kw[end-24+1:end] == s.space_heating_load.loads_kw[1:24] + @test s.cooling_load.loads_kw_thermal[end-24+1:end] == s.cooling_load.loads_kw_thermal[1:24] + end + + @testset "After-tax savings and capital cost metric for alternative payback calculation" begin + """ + Check alignment between REopt simple_payback_years and a simple X/Y payback metric with + after-tax savings and a capital cost metric with non-discounted incentives to get simple X/Y payback + The REopt simple_payback_years output metric is after-tax, with no discounting, but it uses escalated and + inflated cashflows and it includes out-year, non-discounted battery replacement cost which is only included + in the payback calulcation if the replacement happens before the payback period. + This scenario includes export benefits and CHP standby charges which are additive to the electricity bill for total electricity costs. + """ + + input_data = JSON.parsefile("./scenarios/after_tax_payback.json") + # First test with battery replacement within the payback period, but zero discount rate, so simple_payback_years should be equal to the X/Y payback metric + # which discounts the future-year battery replacement back to present value so that it can be included in the payback calculation + s = Scenario(input_data) + inputs = REoptInputs(s) + m1 = Model(optimizer_with_attributes(HiGHS.Optimizer, "mip_rel_gap" => 0.01, "output_flag" => false, "log_to_console" => false)) + m2 = Model(optimizer_with_attributes(HiGHS.Optimizer, "mip_rel_gap" => 0.01, "output_flag" => false, "log_to_console" => false)) + results = run_reopt([m1,m2], inputs) + # Total operating (energy, fuel, O&M) cost savings output (available only with BAU scenario included) + savings = results["Financial"]["year_one_total_operating_cost_savings_after_tax"] + # Net cost with non-discounted future capital-based incentives, including present value of battery replacement costs + capital_costs_after_non_discounted_incentives = results["Financial"]["capital_costs_after_non_discounted_incentives"] + # Calculated payback from above-two metrics + payback = capital_costs_after_non_discounted_incentives / savings + @test round(results["Financial"]["simple_payback_years"], digits=2) ≈ round(payback, digits=2) + + # Test that with a non-zero discount rate, as long as the battery replacement cost is zero, these payback periods should also align + input_data["Financial"]["offtaker_discount_rate_fraction"] = 0.1 + input_data["ElectricStorage"]["replace_cost_per_kw"] = 0.0 + input_data["ElectricStorage"]["replace_cost_per_kwh"] = 0.0 + s = Scenario(input_data) + inputs = REoptInputs(s) + m1 = Model(optimizer_with_attributes(HiGHS.Optimizer, "mip_rel_gap" => 0.01, "output_flag" => false, "log_to_console" => false)) + m2 = Model(optimizer_with_attributes(HiGHS.Optimizer, "mip_rel_gap" => 0.01, "output_flag" => false, "log_to_console" => false)) + results = run_reopt([m1,m2], inputs) + payback = results["Financial"]["capital_costs_after_non_discounted_incentives"] / results["Financial"]["year_one_total_operating_cost_savings_after_tax"] + @test round(results["Financial"]["simple_payback_years"], digits=2) ≈ round(payback, digits=2) + end end end \ No newline at end of file diff --git a/test/scenarios/after_tax_payback.json b/test/scenarios/after_tax_payback.json new file mode 100644 index 000000000..a79a1b1b2 --- /dev/null +++ b/test/scenarios/after_tax_payback.json @@ -0,0 +1,79 @@ +{ + "Financial": { + "offtaker_discount_rate_fraction": 0.0, + "offtaker_tax_rate_fraction": 0.26, + "elec_cost_escalation_rate_fraction": 0.0, + "chp_fuel_cost_escalation_rate_fraction": 0.0, + "existing_boiler_fuel_cost_escalation_rate_fraction": 0.0, + "om_cost_escalation_rate_fraction": 0.0 + }, + "Site": { + "latitude": 41.8809434, + "longitude": -72.2600655 + }, + "ElectricLoad": { + "monthly_totals_kwh": [ + 921984.0, + 884352.0, + 912576.0, + 921984.0, + 950208.0, + 903168.0, + 1025472.0, + 978432.0, + 1072512.0, + 1044288.0, + 987840.0, + 950208.0 + ], + "doe_reference_name": "LargeOffice" + }, + "ElectricTariff": { + "blended_annual_demand_rate": 20.0, + "blended_annual_energy_rate": 0.12 + }, + "ElectricUtility": { + "net_metering_limit_kw": 5000.0 + }, + "PV": { + "min_kw": 500.0, + "max_kw": 500.0 + }, + "ElectricStorage": { + "min_kw": 100.0, + "max_kw": 100.0, + "min_kwh": 200.0, + "max_kwh": 200.0, + "battery_replacement_year": 4, + "inverter_replacement_year": 4 + }, + "CHP": { + "prime_mover": "recip_engine", + "size_class": 5, + "installed_cost_per_kw": 4500.0, + "standby_rate_per_kw_per_month": 10.0, + "min_kw": 1104.0, + "min_allowable_kw": 1104.0, + "max_kw": 1104.0, + "fuel_type": "natural_gas", + "fuel_cost_per_mmbtu": 10.5, + "federal_itc_fraction": 0.3, + "macrs_option_years": 5, + "macrs_bonus_fraction": 0.6, + "macrs_itc_reduction": 0.5, + "min_turn_down_fraction": 0.0 + }, + "DomesticHotWaterLoad": { + "annual_mmbtu": 6795.0, + "doe_reference_name": "FlatLoad" + }, + "SpaceHeatingLoad": { + "annual_mmbtu": 36205.0, + "doe_reference_name": "FlatLoad" + }, + "ExistingBoiler": { + "fuel_type": "natural_gas", + "production_type": "hot_water", + "fuel_cost_per_mmbtu": 10.5 + } +} \ No newline at end of file diff --git a/test/scenarios/ashp.json b/test/scenarios/ashp.json index c4371b244..4c3a10174 100644 --- a/test/scenarios/ashp.json +++ b/test/scenarios/ashp.json @@ -9,7 +9,7 @@ "fuel_type": "natural_gas", "fuel_cost_per_mmbtu": 5 }, - "ASHP_SpaceHeater": { + "ASHPSpaceHeater": { "min_ton": 0.0, "max_ton": 100000, "installed_cost_per_ton": 4050, @@ -17,6 +17,7 @@ "macrs_option_years": 0, "macrs_bonus_fraction": 0.0, "can_serve_cooling": false, + "force_dispatch": false, "back_up_temp_threshold_degF": 10.0 }, "Financial": { diff --git a/test/scenarios/ashp_wh.json b/test/scenarios/ashp_wh.json index ee6725274..633a294d2 100644 --- a/test/scenarios/ashp_wh.json +++ b/test/scenarios/ashp_wh.json @@ -9,12 +9,13 @@ "fuel_type": "natural_gas", "fuel_cost_per_mmbtu": 5 }, - "ASHP_WaterHeater": { + "ASHPWaterHeater": { "min_ton": 0.0, "max_ton": 100000, "installed_cost_per_ton": 4050, "om_cost_per_ton": 0.0, "macrs_option_years": 0, + "force_dispatch": false, "macrs_bonus_fraction": 0.0 }, "Financial": { diff --git a/test/scenarios/batt_degradation.json b/test/scenarios/batt_degradation.json new file mode 100644 index 000000000..b3d9d1265 --- /dev/null +++ b/test/scenarios/batt_degradation.json @@ -0,0 +1,18 @@ +{ + "ElectricStorage":{ + "model_degradation":true, + "degradation":{"maintenance_strategy":"replacement"} + }, + "ElectricTariff":{ + "monthly_energy_rates": [0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1], + "monthly_demand_rates": [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] + }, + "Site":{ + "latitude":34.5794343, + "longitude":-118.1164613 + }, + "ElectricLoad":{ + "doe_reference_name":"FlatLoad", + "annual_kwh": 87600 + } +} \ No newline at end of file diff --git a/test/scenarios/chp_payback.json b/test/scenarios/chp_payback.json new file mode 100644 index 000000000..36b096db5 --- /dev/null +++ b/test/scenarios/chp_payback.json @@ -0,0 +1,86 @@ +{ + "Financial": { + "offtaker_tax_rate_fraction": 0.26, + "elec_cost_escalation_rate_fraction": 0.017, + "chp_fuel_cost_escalation_rate_fraction": 0.015, + "existing_boiler_fuel_cost_escalation_rate_fraction": 0.015, + "om_cost_escalation_rate_fraction": 0.025 + }, + "Settings": { + "solver_name": "HiGHS", + "off_grid_flag": false, + "include_climate_in_objective": false, + "include_health_in_objective": false + }, + "Site": { + "latitude": 41.8809434, + "longitude": -72.2600655, + "include_exported_renewable_electricity_in_total": true, + "include_exported_elec_emissions_in_total": true, + "land_acres": 1000000.0, + "roof_squarefeet": 0 + }, + "ElectricLoad": { + "monthly_totals_kwh": [ + 921984.0, + 884352.0, + 912576.0, + 921984.0, + 950208.0, + 903168.0, + 1025472.0, + 978432.0, + 1072512.0, + 1044288.0, + 987840.0, + 950208.0 + ], + "critical_load_fraction": 0.8, + "doe_reference_name": "FlatLoad" + }, + "ElectricTariff": { + "blended_annual_demand_rate": 21.487, + "blended_annual_energy_rate": 0.0788 + }, + "ElectricUtility": { + "net_metering_limit_kw": 0.0, + "avert_emissions_region": "New England", + "cambium_location_type": "GEA Regions 2023", + "cambium_levelization_years": 1, + "cambium_co2_metric": "lrmer_co2e", + "cambium_scenario": "Mid-case", + "cambium_grid_level": "enduse" + }, + "Generator": { + "max_kw": 0, + "existing_kw": 0 + }, + "CHP": { + "can_net_meter": false, + "prime_mover": "recip_engine", + "size_class": 5, + "min_kw": 1104.0, + "min_allowable_kw": 1104.0, + "max_kw": 1104.0, + "fuel_type": "natural_gas", + "can_wholesale": false, + "fuel_cost_per_mmbtu": 10.55, + "federal_itc_fraction": 0.3, + "macrs_option_years": 5, + "macrs_bonus_fraction": 0.8, + "macrs_itc_reduction": 0.5 + }, + "DomesticHotWaterLoad": { + "annual_mmbtu": 6795.0, + "doe_reference_name": "FlatLoad" + }, + "SpaceHeatingLoad": { + "annual_mmbtu": 36205.0, + "doe_reference_name": "FlatLoad" + }, + "ExistingBoiler": { + "fuel_type": "natural_gas", + "production_type": "hot_water", + "fuel_cost_per_mmbtu": 10.55 + } +} \ No newline at end of file diff --git a/test/scenarios/chp_sizing.json b/test/scenarios/chp_sizing.json index eefb65416..657a9a8c4 100644 --- a/test/scenarios/chp_sizing.json +++ b/test/scenarios/chp_sizing.json @@ -17,7 +17,8 @@ "doe_reference_name": "Hospital" }, "ElectricTariff": { - "urdb_label": "5e1676e95457a3f87673e3b0" + "blended_annual_energy_rate": 0.12, + "blended_annual_demand_rate": 10.0 }, "SpaceHeatingLoad": { "doe_reference_name": "Hospital" @@ -40,11 +41,11 @@ "om_cost_per_kw": 149.8, "om_cost_per_kwh": 0.0, "om_cost_per_hr_per_kw_rated": 0.0, - "electric_efficiency_full_load": 0.3573, - "electric_efficiency_half_load": 0.3216, + "electric_efficiency_full_load": 0.34, + "electric_efficiency_half_load": 0.34, "min_turn_down_fraction": 0.5, - "thermal_efficiency_full_load": 0.4418, - "thermal_efficiency_half_load": 0.4664, + "thermal_efficiency_full_load": 0.45, + "thermal_efficiency_half_load": 0.45, "macrs_option_years": 0, "macrs_bonus_fraction": 0.0, "macrs_itc_reduction": 0.0, diff --git a/test/scenarios/cst.json b/test/scenarios/cst.json new file mode 100644 index 000000000..50de517b7 --- /dev/null +++ b/test/scenarios/cst.json @@ -0,0 +1,80 @@ +{ + "Site": { + "longitude": -103.8074, + "latitude": 40.26229, + "roof_squarefeet": 0.0, + "land_acres": 15.0, + "node": 3 + }, + "ElectricUtility": { + "co2_from_avert": true + }, + "PV": { + "macrs_bonus_fraction": 0.4, + "installed_cost_per_kw": 2000.0, + "tilt": 40, + "degradation_fraction": 0.005, + "macrs_option_years": 5, + "federal_itc_fraction": 0.3, + "module_type": 0, + "array_type": 1, + "om_cost_per_kw": 16.0, + "macrs_itc_reduction": 0.5, + "azimuth": 180.0, + "federal_rebate_per_kw": 350.0 + }, + "ElectricLoad": { + "year": 2023, + "loads_kw": [0, 0, 0, 0, 0, 0, 1000, 1000, 1000, 1000, 1000, 1000, 1000, 1000, 1000, 1000, 1000, 1000, 1000, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1000, 1000, 1000, 1000, 1000, 1000, 1000, 1000, 1000, 1000, 1000, 1000, 1000, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1000, 1000, 1000, 1000, 1000, 1000, 1000, 1000, 1000, 1000, 1000, 1000, 1000, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1000, 1000, 1000, 1000, 1000, 1000, 1000, 1000, 1000, 1000, 1000, 1000, 1000, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 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@@ -10,13 +10,13 @@ "annual_emissions_tonnes_PM25": 0.02, "lifecycle_emissions_tonnes_NOx": 0.46, "annual_emissions_from_fuelburn_tonnes_CO2": 0.0, - "total_renewable_energy_fraction": 0.271611, + "onsite_renewable_energy_fraction_of_total_load": 0.271611, "annual_emissions_from_fuelburn_tonnes_SO2": 0.0, "lifecycle_emissions_from_fuelburn_tonnes_SO2": 0.0, - "renewable_electricity_fraction": 0.271611, + "onsite_renewable_electricity_fraction_of_elec_load": 0.271611, "lifecycle_emissions_from_fuelburn_tonnes_CO2": 0.0, "lifecycle_emissions_from_fuelburn_tonnes_NOx": 0.0, - "annual_renewable_electricity_kwh": 271611.29, + "annual_onsite_renewable_electricity_kwh": 271611.29, "annual_emissions_tonnes_CO2": 359.92, "lifecycle_emissions_tonnes_CO2": 6373.62 }, diff --git a/test/scenarios/ghp_urbanopt.json b/test/scenarios/ghp_urbanopt.json new file mode 100644 index 000000000..0e0a043ab --- /dev/null +++ b/test/scenarios/ghp_urbanopt.json @@ -0,0 +1,78896 @@ +{ + "Site": { + "latitude": 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+ "ElectricTariff": { + "blended_annual_energy_rate": 0.1, + "blended_annual_demand_rate": 10 + } + } \ No newline at end of file diff --git a/test/scenarios/outage.json b/test/scenarios/outage.json index defb09a16..4861df4d3 100644 --- a/test/scenarios/outage.json +++ b/test/scenarios/outage.json @@ -44,7 +44,8 @@ }, "ElectricLoad": { "loads_kw": [200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 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"longitude": -118.1164613, + "latitude": 34.5794343 + }, + "ElectricLoad": { + "doe_reference_name": "RetailStore", + "annual_kwh": 876000.0 + }, + "DomesticHotWaterLoad": { + "doe_reference_name": "FlatLoad", + "annual_mmbtu": 8.760 + }, + "ElectricTariff": { + "blended_annual_energy_rate": 0.10, + "blended_annual_demand_rate": 0 + }, + "Financial": { + "elec_cost_escalation_rate_fraction": 0.026, + "analysis_years": 20, + "offtaker_tax_rate_fraction": 0, + "om_cost_escalation_rate_fraction": 0.025 + }, + "Wind": { + "min_kw": 100, + "max_kw": 100, + "production_incentive_per_kwh": 0.05, + "production_incentive_max_benefit": 1000000, + "production_incentive_years": 1, + "production_incentive_max_kw": 200 + }, + "Generator" : { + "min_kw": 10, + "max_kw": 10, + "production_incentive_per_kwh": 0.08, + "production_incentive_max_benefit": 100, + "production_incentive_years": 7, + "production_incentive_max_kw": 10 + }, + "CHP" : { + "min_kw": 10, + "max_kw": 10, + "prime_mover": "recip_engine", + "production_incentive_per_kwh": 0.02, + "production_incentive_max_benefit": 10000, + "production_incentive_years": 7, + "production_incentive_max_kw": 10, + "fuel_cost_per_mmbtu": 500 + }, + "PV" : { + "min_kw": 100, + "max_kw": 100, + "production_incentive_per_kwh": 0.1, + "production_incentive_max_benefit": 10, + "production_incentive_years": 7, + "production_incentive_max_kw": 500 + }, + "SteamTurbine" : { + "min_kw": 100, + "max_kw": 100, + "production_incentive_per_kwh": 0.07, + "production_incentive_max_benefit": 1000, + "production_incentive_years": 10, + "production_incentive_max_kw": 50, + "is_condensing": false, + "inlet_steam_pressure_psig": 600.0, + "inlet_steam_temperature_degF": 575.0, + "outlet_steam_pressure_psig": 150.0, + "outlet_steam_min_vapor_fraction": 0.8, + "isentropic_efficiency": 0.612, + "gearbox_generator_efficiency": 0.94, + "net_to_gross_electric_ratio": 0.9, + "installed_cost_per_kw": 682.0, + "om_cost_per_kw": 0.0, + "om_cost_per_kwh": 0.009, + "can_wholesale": false, + "can_curtail": false + }, + "ExistingBoiler": { + "fuel_cost_per_mmbtu": 500, + "can_supply_steam_turbine": true + } +} \ No newline at end of file diff --git a/test/scenarios/process_heat.json b/test/scenarios/process_heat.json index 9aff11e8c..4f0539ada 100644 --- a/test/scenarios/process_heat.json +++ b/test/scenarios/process_heat.json @@ -31,7 +31,7 @@ }, "ProcessHeatLoad": { "annual_mmbtu": 87600.0, - "industry_reference_name": "FlatLoad" + "industrial_reference_name": "FlatLoad" }, "Boiler": { "min_mmbtu_per_hour": 0.0, diff --git a/test/scenarios/simultaneous_charge_discharge.json b/test/scenarios/simultaneous_charge_discharge.json new file mode 100644 index 000000000..ec82ffcfc --- /dev/null +++ b/test/scenarios/simultaneous_charge_discharge.json @@ -0,0 +1,32 @@ +{ + "ElectricLoad": { + "doe_reference_name": "LargeHotel" + }, + "Site": { + "latitude": 33.068653, + "longitude": -116.546593, + "land_acres": 1000000, + "min_resil_time_steps": 0 + }, + "ElectricTariff": { + "blended_annual_demand_rate": 10.0, + "blended_annual_energy_rate": 0.2 + }, + "PV": { + "min_kw": 2000, + "max_kw": 2000 + }, + "ElectricStorage": { + "min_kw": 300, + "min_kwh": 600, + "max_kw": 300, + "max_kwh": 600 + }, + "ElectricUtility": { + "outage_start_time_steps": [12, 3612], + "outage_durations": [24] + }, + "Financial": { + "value_of_lost_load_per_kwh": 10000 + } +} \ No newline at end of file diff --git a/test/scenarios/thermal_load.json b/test/scenarios/thermal_load.json index 9b8d47290..930707a0a 100644 --- a/test/scenarios/thermal_load.json +++ b/test/scenarios/thermal_load.json @@ -24,7 +24,7 @@ "doe_reference_name": "LargeOffice" }, "ProcessHeatLoad": { - "industry_reference_name": "FlatLoad" + "industrial_reference_name": "FlatLoad" }, "DomesticHotWaterLoad": { "doe_reference_name": "LargeOffice" diff --git a/test/test_with_xpress.jl b/test/test_with_xpress.jl index c368d88b4..5d43dc0bc 100644 --- a/test/test_with_xpress.jl +++ b/test/test_with_xpress.jl @@ -1449,8 +1449,8 @@ end @test results["ElectricStorage"]["size_kw"] ≈ 0.0 atol=1e-1 @test results["ElectricStorage"]["size_kwh"] ≈ 0.0 atol=1e-1 @test results["Generator"]["size_kw"] ≈ 21.52 atol=1e-1 - @test results["Site"]["total_renewable_energy_fraction"] ≈ 0.8 - @test results["Site"]["total_renewable_energy_fraction_bau"] ≈ 0.147576 atol=1e-4 + @test results["Site"]["onsite_renewable_energy_fraction_of_total_load"] ≈ 0.8 + @test results["Site"]["onsite_renewable_energy_fraction_of_total_load_bau"] ≈ 0.147576 atol=1e-4 @test results["Site"]["lifecycle_emissions_reduction_CO2_fraction"] ≈ 0.58694032 atol=1e-4 @test results["Financial"]["breakeven_cost_of_emissions_reduction_per_tonne_CO2"] ≈ 355.8 atol=1 @test results["Site"]["annual_emissions_tonnes_CO2"] ≈ 11.64 atol=1e-2 @@ -1469,10 +1469,10 @@ end @test results["ElectricStorage"]["size_kwh"] ≈ 166.29 atol=1 @test !haskey(results, "Generator") # Renewable energy - @test results["Site"]["renewable_electricity_fraction"] ≈ 0.78586 atol=1e-3 - @test results["Site"]["renewable_electricity_fraction_bau"] ≈ 0.132118 atol=1e-3 #0.1354 atol=1e-3 - @test results["Site"]["annual_renewable_electricity_kwh_bau"] ≈ 13211.78 atol=10 # 13542.62 atol=10 - @test results["Site"]["total_renewable_energy_fraction_bau"] ≈ 0.132118 atol=1e-3 # 0.1354 atol=1e-3 + @test results["Site"]["onsite_renewable_electricity_fraction_of_elec_load"] ≈ 0.78586 atol=1e-3 + @test results["Site"]["onsite_renewable_electricity_fraction_of_elec_load_bau"] ≈ 0.132118 atol=1e-3 #0.1354 atol=1e-3 + @test results["Site"]["annual_onsite_renewable_electricity_kwh_bau"] ≈ 13211.78 atol=10 # 13542.62 atol=10 + @test results["Site"]["onsite_renewable_energy_fraction_of_total_load_bau"] ≈ 0.132118 atol=1e-3 # 0.1354 atol=1e-3 # CO2 emissions - totals ≈ from grid, from fuelburn, ER, $/tCO2 breakeven @test results["Site"]["lifecycle_emissions_reduction_CO2_fraction"] ≈ 0.8 atol=1e-3 # 0.8 @test results["Financial"]["breakeven_cost_of_emissions_reduction_per_tonne_CO2"] ≈ 460.7 atol=1e-1 @@ -1520,12 +1520,11 @@ end @test results["Site"]["lifecycle_emissions_tonnes_NOx"] ≈ results["Site"]["lifecycle_emissions_from_fuelburn_tonnes_NOx"] + results["ElectricUtility"]["lifecycle_emissions_tonnes_NOx"] atol=0.1 @test results["Site"]["lifecycle_emissions_tonnes_SO2"] ≈ results["Site"]["lifecycle_emissions_from_fuelburn_tonnes_SO2"] + results["ElectricUtility"]["lifecycle_emissions_tonnes_SO2"] atol=1e-2 @test results["Site"]["lifecycle_emissions_tonnes_PM25"] ≈ results["Site"]["lifecycle_emissions_from_fuelburn_tonnes_PM25"] + results["ElectricUtility"]["lifecycle_emissions_tonnes_PM25"] atol=1.5e-2 - @test results["Site"]["annual_renewable_electricity_kwh"] ≈ results["PV"]["annual_energy_produced_kwh"] + inputs["CHP"]["fuel_renewable_energy_fraction"] * results["CHP"]["annual_electric_production_kwh"] atol=1 - @test results["Site"]["renewable_electricity_fraction"] ≈ results["Site"]["annual_renewable_electricity_kwh"] / results["ElectricLoad"]["annual_calculated_kwh"] atol=1e-6#0.044285 atol=1e-4 - KWH_PER_MMBTU = 293.07107 - annual_RE_kwh = inputs["CHP"]["fuel_renewable_energy_fraction"] * results["CHP"]["annual_thermal_production_mmbtu"] * KWH_PER_MMBTU + results["Site"]["annual_renewable_electricity_kwh"] - annual_heat_kwh = (results["CHP"]["annual_thermal_production_mmbtu"] + results["ExistingBoiler"]["annual_thermal_production_mmbtu"]) * KWH_PER_MMBTU - @test results["Site"]["total_renewable_energy_fraction"] ≈ annual_RE_kwh / (annual_heat_kwh + results["ElectricLoad"]["annual_calculated_kwh"]) atol=1e-6 + @test results["Site"]["annual_onsite_renewable_electricity_kwh"] ≈ results["PV"]["annual_energy_produced_kwh"] + inputs["CHP"]["fuel_renewable_energy_fraction"] * results["CHP"]["annual_electric_production_kwh"] atol=1 + @test results["Site"]["onsite_renewable_electricity_fraction_of_elec_load"] ≈ results["Site"]["annual_onsite_renewable_electricity_kwh"] / results["ElectricLoad"]["annual_calculated_kwh"] atol=1e-6#0.044285 atol=1e-4 + annual_RE_kwh = inputs["CHP"]["fuel_renewable_energy_fraction"] * results["CHP"]["annual_thermal_production_mmbtu"] * REopt.KWH_PER_MMBTU + results["Site"]["annual_onsite_renewable_electricity_kwh"] + annual_heat_kwh = (results["CHP"]["annual_thermal_production_mmbtu"] + results["ExistingBoiler"]["annual_thermal_production_mmbtu"]) * REopt.KWH_PER_MMBTU + @test results["Site"]["onsite_renewable_energy_fraction_of_total_load"] ≈ annual_RE_kwh / (annual_heat_kwh + results["ElectricLoad"]["annual_calculated_kwh"]) atol=1e-6 end end end @@ -1549,9 +1548,9 @@ end input_data["DomesticHotWaterLoad"]["doe_reference_name"] = building elec_load = REopt.ElectricLoad(latitude=latitude, longitude=longitude, doe_reference_name=building) input_data["ElectricLoad"]["annual_kwh"] = elec_load_multiplier * sum(elec_load.loads_kw) - space_load = REopt.SpaceHeatingLoad(latitude=latitude, longitude=longitude, doe_reference_name=building, existing_boiler_efficiency=input_data["ExistingBoiler"]["efficiency"]) + space_load = REopt.HeatingLoad(load_type="space_heating", latitude=latitude, longitude=longitude, doe_reference_name=building, existing_boiler_efficiency=input_data["ExistingBoiler"]["efficiency"]) input_data["SpaceHeatingLoad"]["annual_mmbtu"] = heat_load_multiplier * space_load.annual_mmbtu / input_data["ExistingBoiler"]["efficiency"] - dhw_load = REopt.DomesticHotWaterLoad(latitude=latitude, longitude=longitude, doe_reference_name=building, existing_boiler_efficiency=input_data["ExistingBoiler"]["efficiency"]) + dhw_load = REopt.HeatingLoad(load_type="domestic_hot_water", latitude=latitude, longitude=longitude, doe_reference_name=building, existing_boiler_efficiency=input_data["ExistingBoiler"]["efficiency"]) input_data["DomesticHotWaterLoad"]["annual_mmbtu"] = heat_load_multiplier * dhw_load.annual_mmbtu / input_data["ExistingBoiler"]["efficiency"] s = Scenario(input_data) inputs = REoptInputs(s) diff --git a/test/testing1.jl b/test/testing1.jl new file mode 100644 index 000000000..95a4f705b --- /dev/null +++ b/test/testing1.jl @@ -0,0 +1,105 @@ +using REopt +using JuMP +# using Cbc +# using HiGHS +using Xpress +using JSON +# using Plots +using Test + +ENV["NREL_DEVELOPER_API_KEY"]="ogQAO0gClijQdYn7WOKeIS02zTUYLbwYJJczH9St" + +@testset "OffGrid" begin + ## Scenario 1: Solar, Storage, Fixed Generator + post_name = "off_grid.json" + post = JSON.parsefile("./scenarios/$post_name") + m = Model(optimizer_with_attributes(Xpress.Optimizer)) + scen = Scenario(post) + r = run_reopt(m, scen) + println(r["Messages"]) + + # Test default values + @test scen.electric_utility.outage_start_time_step ≈ 1 + @test scen.electric_utility.outage_end_time_step ≈ 8760 * scen.settings.time_steps_per_hour + @test scen.storage.attr["ElectricStorage"].soc_init_fraction ≈ 1 + @test scen.storage.attr["ElectricStorage"].can_grid_charge ≈ false + @test scen.generator.fuel_avail_gal ≈ 1.0e9 + @test scen.generator.min_turn_down_fraction ≈ 0.15 + @test sum(scen.electric_load.loads_kw) - sum(scen.electric_load.critical_loads_kw) ≈ 0 # critical loads should equal loads_kw + @test scen.financial.microgrid_upgrade_cost_fraction ≈ 0 + + # Test outputs + @test r["ElectricUtility"]["annual_energy_supplied_kwh"] ≈ 0 # no interaction with grid + @test r["Financial"]["lifecycle_offgrid_other_capital_costs"] ≈ 2617.092 atol=0.01 # Check straight line depreciation calc + @test sum(r["ElectricLoad"]["offgrid_annual_oper_res_provided_series_kwh"]) >= sum(r["ElectricLoad"]["offgrid_annual_oper_res_required_series_kwh"]) # OR provided >= required + @test r["ElectricLoad"]["offgrid_load_met_fraction"] >= scen.electric_load.min_load_met_annual_fraction + @test r["PV"]["size_kw"] ≈ 5050.0 + f = r["Financial"] + @test f["lifecycle_generation_tech_capital_costs"] + f["lifecycle_storage_capital_costs"] + f["lifecycle_om_costs_after_tax"] + + f["lifecycle_fuel_costs_after_tax"] + f["lifecycle_chp_standby_cost_after_tax"] + f["lifecycle_elecbill_after_tax"] + + f["lifecycle_offgrid_other_annual_costs_after_tax"] + f["lifecycle_offgrid_other_capital_costs"] + + f["lifecycle_outage_cost"] + f["lifecycle_MG_upgrade_and_fuel_cost"] - + f["lifecycle_production_incentive_after_tax"] ≈ f["lcc"] atol=1.0 + + ## Scenario 2: Fixed Generator only + post["ElectricLoad"]["annual_kwh"] = 100.0 + post["PV"]["max_kw"] = 0.0 + post["ElectricStorage"]["max_kw"] = 0.0 + post["Generator"]["min_turn_down_fraction"] = 0.0 + + m = Model(optimizer_with_attributes(Xpress.Optimizer)) + r = run_reopt(m, post) + println(r["Messages"]) + + # Test generator outputs + @test r["Generator"]["annual_fuel_consumption_gal"] ≈ 7.52 # 99 kWh * 0.076 gal/kWh + @test r["Generator"]["annual_energy_produced_kwh"] ≈ 99.0 + @test r["Generator"]["year_one_fuel_cost_before_tax"] ≈ 22.57 + @test r["Generator"]["lifecycle_fuel_cost_after_tax"] ≈ 205.35 + @test r["Financial"]["initial_capital_costs"] ≈ 100*(700) + @test r["Financial"]["lifecycle_capital_costs"] ≈ 100*(700+324.235442*(1-0.26)) atol=0.1 # replacement in yr 10 is considered tax deductible + @test r["Financial"]["initial_capital_costs_after_incentives"] ≈ 700*100 atol=0.1 + @test r["Financial"]["replacements_future_cost_after_tax"] ≈ 700*100 + @test r["Financial"]["replacements_present_cost_after_tax"] ≈ 100*(324.235442*(1-0.26)) atol=0.1 + + ## Scenario 3: Fixed Generator that can meet load, but cannot meet load operating reserve requirement + ## This test ensures the load operating reserve requirement is being enforced + post["ElectricLoad"]["doe_reference_name"] = "FlatLoad" + post["ElectricLoad"]["annual_kwh"] = 876000.0 # requires 100 kW gen + post["ElectricLoad"]["min_load_met_annual_fraction"] = 1.0 # requires additional generator capacity + post["PV"]["max_kw"] = 0.0 + post["ElectricStorage"]["max_kw"] = 0.0 + post["Generator"]["min_turn_down_fraction"] = 0.0 + + m = Model(optimizer_with_attributes(Xpress.Optimizer)) + r = run_reopt(m, post) + println(r["Messages"]) + + # Test generator outputs + @test typeof(r) == Model # this is true when the model is infeasible + + ### Scenario 3: Indonesia. Wind (custom prod) and Generator only + m = Model(optimizer_with_attributes(Xpress.Optimizer, "MIPRELSTOP" => 0.01)) + post_name = "wind_intl_offgrid.json" + post = JSON.parsefile("./scenarios/$post_name") + post["ElectricLoad"]["loads_kw"] = [10.0 for i in range(1,8760)] + post["ElectricLoad"]["year"] = 2022 + scen = Scenario(post) + post["Wind"]["production_factor_series"] = reduce(vcat, readdlm("./data/example_wind_prod_factor_kw.csv", '\n', header=true)[1]) + + results = run_reopt(m, post) + println(results["Messages"]) + + @test results["ElectricLoad"]["offgrid_load_met_fraction"] >= scen.electric_load.min_load_met_annual_fraction + f = results["Financial"] + @test f["lifecycle_generation_tech_capital_costs"] + f["lifecycle_storage_capital_costs"] + f["lifecycle_om_costs_after_tax"] + + f["lifecycle_fuel_costs_after_tax"] + f["lifecycle_chp_standby_cost_after_tax"] + f["lifecycle_elecbill_after_tax"] + + f["lifecycle_offgrid_other_annual_costs_after_tax"] + f["lifecycle_offgrid_other_capital_costs"] + + f["lifecycle_outage_cost"] + f["lifecycle_MG_upgrade_and_fuel_cost"] - + f["lifecycle_production_incentive_after_tax"] ≈ f["lcc"] atol=1.0 + + windOR = sum(results["Wind"]["electric_to_load_series_kw"] * post["Wind"]["operating_reserve_required_fraction"]) + loadOR = sum(post["ElectricLoad"]["loads_kw"] * scen.electric_load.operating_reserve_required_fraction) + @test sum(results["ElectricLoad"]["offgrid_annual_oper_res_required_series_kwh"]) ≈ loadOR + windOR atol=1.0 + +end \ No newline at end of file