4 results found Sort:

nzolman
sindy-rl nzolman
14
92
unknown
3
Code for "SINDy-RL: Interpretable and Efficient Model-Based Reinforcement Learning" by Zolman et al.
ml rl sindy control dynamics discovery data-driven-dynamics sparse-identification-of-nonlinear-dynamics
Created 2022-10-16
122 commits to main branch, last one 6 months ago
jbramburger
DataDrivenDynSyst jbramburger
12
83
mit
5
Scripts and notebooks to accompany the book Data-Driven Methods for Dynamic Systems
sindy time-delay autoencoder forecasting autoencoders data-science poincare-map kernel-methods neural-network sindy-algorithm machine-learning stroboscopic-map conservation-laws dynamical-systems physics-informed-learning autoencoder-neural-network dynamic-mode-decomposition universal-approximation-theorem physics-informed-neural-networks extended-dynamic-mode-decomposition
Created 2022-03-09
144 commits to main branch, last one 3 months ago
EthanJamesLew
AutoKoopman EthanJamesLew
9
58
gpl-3.0
5
AutoKoopman - automated Koopman operator methods for data-driven dynamical systems analysis and control.
sindy koopman autoencoders reachability deep-learning dynamical-systems koopman-operators data-driven-dynamics system-identification dynamic-mode-decomposition
Created 2022-02-20
228 commits to main branch, last one 6 months ago
dynamicslab
modified-SINDy dynamicslab
20
52
mit
8
Example code for paper: Automatic Differentiation to Simultaneously Identify Nonlinear Dynamics and Extract Noise Probability Distributions from Data
sindy sindy-algorithm noise-robustness noise-distributions lotka-volterra-equations
Created 2020-09-20
35 commits to master branch, last one 2 years ago