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

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PiSL

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

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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

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

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