https://github.com/dynamicslab/databook_matlab

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/
https://github.com/dynamicslab/databook_matlab

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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/

• Host: GitHub
• URL: https://github.com/dynamicslab/databook_matlab
• Owner: dynamicslab
• Created: 2020-03-02T23:39:56.000Z (almost 5 years ago)
• Default Branch: master
• Last Pushed: 2024-02-09T22:35:05.000Z (11 months ago)
• Last Synced: 2024-12-30T19:15:40.558Z (10 days ago)
• Language: MATLAB
• Homepage:
• Size: 3.62 MB
• Stars: 269
• Watchers: 10
• Forks: 105
• Open Issues: 4
• Metadata Files:
  • Readme: README.md

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README

        
# Data_Driven_Science_MATLAB_Demos



MATLAB demo code intended as a companion to the book:  

Data Driven Science & Engineering: Machine Learning, Dynamical Systems, and Control  

by S. L. Brunton and J. N. Kutz  

Cambridge Textbook, 2019  

Copyright 2019, All Rights Reserved  

http://databookuw.com/

Please cite this book when using this code/data. 

MATLAB code library by S. L. Brunton and J. N. Kutz.

**This code makes use of data files not packaged in the repository. These may be downloaded here: http://databookuw.com/DATA.zip (unzip into same directory)**

Python versions of these demos are available at https://github.com/dynamicslab/databook_python

Links to useful Github codes:

Chapter 1

  — rSVD (N. Ben Erichson): https://github.com/erichson/rSVD

  

Chapter 3

  — SSPOR (Krithika Manohar): https://github.com/kmanohar/SSPOR_pub

  

Chapter 7

  — PDE-FIND (Sam Rudy): https://github.com/snagcliffs/PDE-FIND

  

  — DeepKoopman (Bethany Lusch): https://github.com/BethanyL/DeepKoopman

  

  — KRONIC (Eurika Kaiser): https://github.com/eurika-kaiser/KRONIC

  

Chapter 10

  — SINDY-MPC (Eurika Kaiser): https://github.com/eurika-kaiser/SINDY-MPC

  

  — MLC (Thomas Duriez, Bernd Noack): http://berndnoack.com/MachineLearningControl.php

Other codes that we found useful, but have not included in our repository because of copyright:

cvx: http://cvxr.com/cvx/download/

mp3readwrite: https://labrosa.ee.columbia.edu/matlab/mp3read.html