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Learning estimators for the entropy production

1. About

You can estimate the entropy production rate and thermodynamic force from trajectory data. This is a rearranged version of the code used in the following papers:

2. How to use

The code is written with Python3, and depends on the following libraries.

  • torch, numpy, matplotlib, pillow

Please see demo_stationary.ipynb and demo_nonstationary.ipynb for the usage. Their contents can also be checked by reading the corresponding HTML files.