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Add ODE solver and examples#134

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Mar 12, 2022

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Commits on Jul 16, 2021

• Add ODE solver

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Commits on Aug 18, 2021

• Added Lorenz63 data

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• Started working on Lorenz63 test

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• Set conda environment

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Commits on Aug 19, 2021

• Predicted Lorenz 63 data + Added Runge-Kutta 4

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• Cleaned up code

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Commits on Aug 20, 2021

• Added Rossler Attractor

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• Added second order example

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• Trained with Lorenz 63 data

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• Fixed bugs in Lorenz 63

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• Modified TensorDataset

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• Update Lorenz63Train.ipynb

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• Added a test for the Duffing Equation

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• Improved the prediction of Lorenz63: random sample

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• Tested SEIR and Duffing with random samlpe

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• Update SEIRTest_fitRandomSample.ipynb

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• Added comments to ode.py

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• Update Lorenz63Train_fit.ipynb

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• Added README.md to examples/ode

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• Increased prediction range to 10000

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• Update README.md

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Commits on Aug 21, 2021

• Added savemat

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• Added .mat results

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• Added results and predictions as .mat files

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Commits on Aug 23, 2021

• Used RK4 to train the Lorenz63 model

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• Used RK4 to train the SEIR model

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• Duffing equation - Attempt to fix "w"

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• Fixed error with "w" in Duffing Equation

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Commits on Aug 24, 2021

• Added tests for cosine

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• FIxed comment

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• Trying more predictions for cos(wt)

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• Trained with Euler's method data

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• Update Lorenz63_Euler_Train_fitRandomSample_RK4.ipynb

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• Created datasets using sin

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• Update a_Cos_wt_sin_dataset_fitRandomSample.ipynb

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Commits on Aug 28, 2021

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• Fixed linting issues

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• Merge branch 'main' into ode-example

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• Update ode.py

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Commits on Sep 9, 2021

• Used a DNN to train the Duffing Equation

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• Merge branch 'main' into ode-example

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Commits on Sep 26, 2021

• Merge branch 'main' into ode-example

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Commits on Oct 15, 2021

• Merge branch 'main' into ode-example

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Commits on Oct 22, 2021

• Used MSELoss to compare the predictions

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Commits on Dec 17, 2021

• Merge branch 'main' into ode-example

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Commits on Dec 18, 2021

• Modified ode.py to use pytorch_lightning.Trainer

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• Fixed pre-commit.ci issues

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• Fixed size error in ODESolver

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Commits on Dec 19, 2021

• Merge branch 'main' into ode-example

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Commits on Dec 20, 2021

• New fit function

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• Improved Lorenz63 prediction

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• SEIR example done

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• Improved SEIR results

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• Removed comment

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Commits on Dec 21, 2021

• Delete README.md

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• Update .gitignore

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• Stronger results with standardized fit() function

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• Removed custom fit() function and modified ODESolver to include previous and current methods

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• Added testing plots

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• Used unresolved method for SEIR

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• Added Lorenz63Test_UnobservedMethod.ipynb

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• Reproduced the results in klane's repository

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Commits on Dec 23, 2021

• Create test_ode.py

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• Merge branch 'ode-example' of https://github.com/amartyamukherjee/torchTS into ode-example

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Commits on Jan 3, 2022

• Merge branch 'main' into ode-example

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• Generalized fit(). Added test cases.

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Commits on Mar 12, 2022

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