Learning the KdV equation from data

Data and script for the mini Hackathon to recover the Korteweg–De Vries equation from spatio-temporal data.

Prerequiste

Make sure you have SciPy and NumPy and Matplotlib installed.

!pip install scipy numpy matplotlib pandas pysindy pysr

Getting Started

Go to PySINDy.ipynb or PySR.ipynb to get started!

Know about the data

While the notebooks can get you started, it's a good idea to see what the data files actually contain. Check kdv_data_readme.txt to check out what the data file actually contain!

Solution

The answer to this learning problem can be found in the *_Solution notebooks of this repo. Try not to look at the answer and have a go yourself first!