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  1. pysindy pysindy Public

    A package for the sparse identification of nonlinear dynamical systems from data

    Python 1.3k 304

  2. databook_python databook_python Public

    Forked from dylewsky/Data_Driven_Science_Python_Demos

    IPython notebooks with demo code intended as a companion to the book "Data-Driven Science and Engineering: Machine Learning, Dynamical Systems, and Control" by Steven L. Brunton and J. Nathan Kutz

    Jupyter Notebook 770 291

  3. pykoopman pykoopman Public

    A package for computing data-driven approximations to the Koopman operator.

    Python 260 52

  4. databook_matlab databook_matlab Public

    Matlab files with demo code intended as a companion to the book "Data-Driven Science and Engineering: Machine Learning, Dynamical Systems, and Control" by Steven L. Brunton and J. Nathan Kutz http:…

    MATLAB 244 96

  5. SINDy-PI SINDy-PI Public

    SINDy-PI: A Robust Algorithm for Parallel Implicit Sparse Identification of Nonlinear Dynamics

    MATLAB 121 40

  6. pysensors pysensors Public

    PySensors is a Python package for sparse sensor placement

    Python 74 20

Repositories

Showing 10 of 16 repositories
  • pysindy Public

    A package for the sparse identification of nonlinear dynamical systems from data

    dynamicslab/pysindy’s past year of commit activity
    Python 1,349 304 65 (16 issues need help) 1 Updated Jun 19, 2024
  • pykoopman Public

    A package for computing data-driven approximations to the Koopman operator.

    dynamicslab/pykoopman’s past year of commit activity
    Python 260 MIT 52 6 1 Updated Jun 18, 2024
  • hydrogym Public

    An RL-Gym for Challenge Problems in Data-Driven Modeling and Control of Fluid Dynamics.

    dynamicslab/hydrogym’s past year of commit activity
    Jupyter Notebook 45 MIT 10 33 (3 issues need help) 3 Updated Jun 16, 2024
  • pysensors Public

    PySensors is a Python package for sparse sensor placement

    dynamicslab/pysensors’s past year of commit activity
    Python 74 MIT 20 4 3 Updated May 26, 2024
  • databook_matlab Public

    Matlab files with demo code intended as a companion to the book "Data-Driven Science and Engineering: Machine Learning, Dynamical Systems, and Control" by Steven L. Brunton and J. Nathan Kutz http://www.databookuw.com/

    dynamicslab/databook_matlab’s past year of commit activity
    MATLAB 244 96 3 1 Updated Feb 9, 2024
  • databook_python Public Forked from dylewsky/Data_Driven_Science_Python_Demos

    IPython notebooks with demo code intended as a companion to the book "Data-Driven Science and Engineering: Machine Learning, Dynamical Systems, and Control" by Steven L. Brunton and J. Nathan Kutz

    dynamicslab/databook_python’s past year of commit activity
    Jupyter Notebook 770 349 0 9 Updated Jan 21, 2024
  • KoopmanRL-NeurIPS Public
    dynamicslab/KoopmanRL-NeurIPS’s past year of commit activity
    HTML 2 2 0 0 Updated Dec 20, 2023
  • MultiArm-Pendulum Public

    This repository is for our paper: "The Experimental Multi-Arm Pendulum on a Cart: A Benchmark System for Chaos, Learning, and Control." It contains all the CAD files we used to build the pendulum hardware, their corresponding user's manual, and data set we collected from our hardware, which is useful for Machine Learning and AI community.

    dynamicslab/MultiArm-Pendulum’s past year of commit activity
    MATLAB 19 MIT 3 0 0 Updated Aug 8, 2023
  • Saddle-Mediated-Transport-of-Double-Pendulum Public
    dynamicslab/Saddle-Mediated-Transport-of-Double-Pendulum’s past year of commit activity
    Julia 8 4 0 0 Updated Feb 23, 2023
  • ctf-dl-tutorial Public

    CTF workshop deep learning tutorial and hackathon

    dynamicslab/ctf-dl-tutorial’s past year of commit activity
    Jupyter Notebook 12 5 0 0 Updated Feb 16, 2023
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