# Data_Driven_Science_MATLAB_Demos
<img src="http://www.databookuw.com/files/stacks-image-5bffc53-882x1200.png" alt="Data Driven Book Cover" width="200"/>
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
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dynamicslab-databook_matlab.zip
共266个文件
m:222个
mat:23个
c:4个
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dynamicslab-databook_matlab.zip
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dynamicslab-databook_matlab.zip (266个子文件)
cartpend_sim.c 9KB
Cart_Pendulum.c 8KB
cartpend_sim_wrapper.c 2KB
Cart_Pendulum_wrapper.c 2KB
dog.jpg 867KB
jelly.jpg 293KB
mustache.jpg 5KB
CH03_SEC06_SparseRepresentation_production.m 9KB
gappy4.m 8KB
gappy_willcox.m 8KB
CH12_SEC03_1_GAPPY_ConditionNumber.m 8KB
gappy_karni_BOOK.m 7KB
CH12_SEC04_1_GAPPY_Variance.m 7KB
gappy_karni_v2.m 7KB
gappy3.m 7KB
gappy_karni.m 7KB
CH12_SEC04_1_GAPPY_Variance_production.m 7KB
optimal_SVHT_coef.m 5KB
optimal_SVHT_coef.m 5KB
CH04_SEC02_1_GradientDescent.m 5KB
CH03_SEC04_Matrices.m 4KB
gappy3_old.m 4KB
CH09_z_extra_BT_ERA_OKID.m 4KB
CH05_SEC06_1_LDA_Classify.m 4KB
CH03_SEC06_SparseRepresentation.m 4KB
CH05_SEC02_1_Fig5p7_Fig5p8.m 4KB
CH05_SEC01_1_FischerExtraction_production.m 4KB
CH02_SEC06_1_2DFFT_production.m 4KB
gappy2.m 4KB
CH12_SEC02_1_GAPPY.m 4KB
CH05_SEC08_1_Trees_production.m 3KB
CH05_SEC08_1_Trees.m 3KB
CH05_SEC01_1_FischerExtraction.m 3KB
ch_pod_sol.m 3KB
CH05_SEC03_1_Kmeans_production.m 3KB
CH11_SEC03_1_NonlinearSchrodinger.m 3KB
CH11_SEC03_2_Fig11p4_Fig11p5.m 3KB
CH01_SEC03_Rotation_production.m 3KB
ch_pod_harm.m 3KB
ch_pod_quad.m 3KB
CH11_SEC02_1_HarmonicOscillator.m 3KB
CH10_SEC02_GA_PID_production.m 3KB
CH09_SEC02_2_BalancedTruncation.m 3KB
ch_pod_harm (josenathankutz's conflicted copy 2014-09-08).m 3KB
CH11_SEC02_2_Fig11p2_Fig11p3.m 3KB
CH04_SEC07_1_ModelValidation.m 3KB
CH02_SEC01_1_FourierSines_production.m 3KB
gappy.m 3KB
CH12_SEC01_1_GAPPY.m 3KB
CH02_SEC06_3_Denoise_production.m 3KB
CH03_SEC03_2_AudioCS.m 3KB
rtwmakecfg.m 3KB
CH05_SEC07_1_SVM.m 3KB
plotMat.m 3KB
CH09_SEC03_ERA_OKID.m 3KB
CH08_SEC07_2_KalmanFilter.m 3KB
CH08_SEC07_1_LQR.m 3KB
CH12_SEC06_2_DEIM.m 2KB
CH05_SEC03_1_Kmeans.m 2KB
CH11_SEC05_1_Invariance_production.m 2KB
CH11_SEC05_1_Invariance.m 2KB
POD_invariance.m 2KB
CH04_SEC04_1_CompareRegression.m 2KB
CH04_SEC04_1_CompareRegression_production.m 2KB
ch_pod.m 2KB
CH11_SEC01_1_Fig11p1.m 2KB
CH04_SEC06_1_kFoldValidation_production.m 2KB
CH06_SEC06_1_NNLorenz.m 2KB
AllMethodsCatsDogs2012.m 2KB
CH04_SEC06_1_kFoldValidation.m 2KB
CH02_SEC03_2_FFTWave.m 2KB
ch_rom_deim2.m 2KB
CH09_SEC02_1_GramianPlot.m 2KB
CH04_SEC03_1_OverUnderDetermined_production.m 2KB
ch_ROM_rom_nls2.m 2KB
ch_ROM_rom_nls2.m 2KB
CH02_SEC03_3_FFTBurgers.m 2KB
CH02_SEC03_1_FFTHeat_production.m 2KB
istft.m 2KB
AllMethodsCatsDogs.m 2KB
CH01_SEC06_2_3_4_production.m 2KB
CH07_SEC04_Koopman.m 2KB
CH04_SEC03_1_OverUnderDetermined.m 2KB
OKID.m 2KB
MOVIE_LORENZ_BW.m 2KB
CH02_SEC03_1_FFTHeat.m 2KB
CH04_SEC05_1_CrossValidate.m 2KB
ch_ROM_rom_nls.m 2KB
ch_ROM_rom_nls.m 2KB
cosamp.m 2KB
CH02_SEC02_2_Denoise.m 2KB
MOVIE_LORENZ.m 2KB
stft.m 2KB
CH06_SEC04_1_StochasticGradientDescent.m 2KB
CH03_SEC01_Compress.m 1KB
CH02_SEC02_2_Denoise_production.m 1KB
CH12_SEC06_1_DEIM.m 1KB
CH01_SEC05_1_PCAGaussian.m 1KB
CH12_SEC06_1_DEIM_production.m 1KB
POD_invariance2.m 1KB
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