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  1. pysindy pysindy Public

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

    Python 1.4k 308

  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 796 299

  3. pykoopman pykoopman Public

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

    Python 286 56

  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 252 99

  5. SINDy-PI SINDy-PI Public

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

    MATLAB 127 42

  6. pysensors pysensors Public

    PySensors is a Python package for sparse sensor placement

    Python 76 21

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
  • pysensors Public

    PySensors is a Python package for sparse sensor placement

    dynamicslab/pysensors’s past year of commit activity
    Python 76 MIT 21 4 3 Updated Aug 1, 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 48 MIT 10 34 (3 issues need help) 3 Updated Jul 28, 2024
  • pykoopman Public

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

    dynamicslab/pykoopman’s past year of commit activity
    Python 286 MIT 56 6 2 Updated Jul 25, 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 252 99 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 796 361 0 9 Updated Jan 21, 2024
  • 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
  • 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