README.md

Imperial I-X Symbolic Model Discovery workshop - SINDy

Workshop information

https://www.symbolicmodel.org/home

Slides

SINDy_I-X_workshop_slides.pdf

Workshop Structure

1. 1_SINDy_ODE.ipynb: Generate noisy data, compute time derivatives, build a library of nonlinear terms, compute sparse regression, and evaluate identified model.
2. 2_SINDy_challenges.ipynb: "Vanilla" SINDy challenges and limitations (also as a MATLAB live script).
3. 3_SINDy_PDE.ipynb: Identify PDEs from data.
4. 4_SINDy_model_selection.ipynb: Different model selection (hyperparameter tuning) strategies.
5. 5_Ensemble-SINDy.ipynb: Noise robust SINDy extension 1.
6. 6_weak_SINDy_PDE.ipynb: Noise robust SINDy extension 2.