isds-neu / PiSL

A python implementation of Physics-informed Spline Learning for nonlinear dynamics discovery.

PiSL

A python implementation of Physics-informed Spline Learning for nonlinear dynamics discovery.

Sun, F., Liu, Y. and Sun, H., 2021. Physics-informed Spline Learning for Nonlinear Dynamics Discovery, Proceedings of the Thirtieth International Joint Conference on Artificial Intelligence (IJCAI-21)

https://www.ijcai.org/proceedings/2021/0283.pdf

3 nonlinear dynamics examples:

1. Lorenz system (single and multi data)
2. Double pendulum
3. Electro-Mechanical Positioning System

From https://github.com/andyfangzheng/PiSL