Zeroth-Order Implicit Reinforcement Learning for Sequential Decision Making in Distributed Control Systems

Winner of 2021 CityLearn Challenge [2022 challenge]

Zeroth-Order Implicit Reinforcement Learning for Sequential Decision Making in Distributed Control Systems

This repository provides a reference implementation of ZO-iRL. Website. Beat second-best team by 120%

Name		Name	Last commit message	Last commit date
.vscode		.vscode
agents		agents
assets		assets
common		common
data		data
examples		examples
experiments		experiments
predictor_implicit		predictor_implicit
src		src
submission_files		submission_files
.DS_Store		.DS_Store
.gitignore		.gitignore
CEM_Agent.py		CEM_Agent.py
DigitalTwin.py		DigitalTwin.py
DigitalTwinTesting.ipynb		DigitalTwinTesting.ipynb
DigitalTwinTesting_local.py		DigitalTwinTesting_local.py
DigitalTwinTesting_local_mj.py		DigitalTwinTesting_local_mj.py
Energy_Models_DigitalTwin.py		Energy_Models_DigitalTwin.py
LICENSE		LICENSE
README.md		README.md
Supply Chain.ipynb		Supply Chain.ipynb
TD3.py		TD3.py
actor.py		actor.py
agent.py		agent.py
agent_final.py		agent_final.py
agent_non_rl.py		agent_non_rl.py
all_3_alphas.ipynb		all_3_alphas.ipynb
automate.py		automate.py
buildings_state_action_space.json		buildings_state_action_space.json
cem_test.ipynb		cem_test.ipynb
citylearn.py		citylearn.py
cocp_supply_chain.py		cocp_supply_chain.py
colab_implicit_agent.ipynb		colab_implicit_agent.ipynb
critic.py		critic.py
debug-Copy1.ipynb		debug-Copy1.ipynb
debug-Copy2.ipynb		debug-Copy2.ipynb
debug.ipynb		debug.ipynb
debug_plot.ipynb		debug_plot.ipynb
debug_predictor.ipynb		debug_predictor.ipynb
digital_twin.py		digital_twin.py
dt_mj_debug.py		dt_mj_debug.py
energy_models.py		energy_models.py
h_c_inference.py		h_c_inference.py
implicit_agent.ipynb		implicit_agent.ipynb
implicit_agent_local.py		implicit_agent_local.py
logger.py		logger.py
main-Copy1.ipynb		main-Copy1.ipynb
main.ipynb		main.ipynb
main.py		main.py
main_debug.py		main_debug.py
marlisa_test.ipynb		marlisa_test.ipynb
oracle.py		oracle.py
plot.py		plot.py
predictor.py		predictor.py
predictor_temp.py		predictor_temp.py
predictor_underest_v2.py		predictor_underest_v2.py
reward_function.py		reward_function.py
supply_chain.py		supply_chain.py
supply_chain_iAC.ipynb		supply_chain_iAC.ipynb
supply_chain_tbl.ipynb		supply_chain_tbl.ipynb
test_agent.py		test_agent.py
todo.txt		todo.txt
train_local.py		train_local.py
utils.py		utils.py

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Winner of 2021 CityLearn Challenge [2022 challenge]

Zeroth-Order Implicit Reinforcement Learning for Sequential Decision Making in Distributed Control Systems

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Winner of 2021 CityLearn Challenge [2022 challenge]

Zeroth-Order Implicit Reinforcement Learning for Sequential Decision Making in Distributed Control Systems

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