Compressed Sensing and Dynamic Mode Decomposition

This video illustrates how to leverage compressed sensing to compute the dynamic mode decomposition (DMD) from under-sampled or compressed data. From the Paper: Compressed Sensing and Dynamic Mode Decomposition. JCD 2(2):165—191, 2015. Steven L. Brunton, Joshua L. Proctor, Jonathan H. Tu, and J. Nathan Kutz Code available at: http://faculty.washington.edu/sbrunto... For more details, see our papers: https://scholar.google.com/citations?... http://dx.doi.org/10.3934/jcd.2016002 This video was produced at the University of Washington

Join Today
Hankel Alternative View of Koopman (HAVOK) Analysis [FULL]
▶︎

Hankel Alternative View of Koopman (HAVOK) Analysis [FULL]

PyDMD: A Python Package for Dynamic Mode Decomposition (DMD)
▶︎

PyDMD: A Python Package for Dynamic Mode Decomposition (DMD)

Compressed Sensing: When It Works
▶︎

Compressed Sensing: When It Works

Dynamic Mode Decomposition (Theory)
▶︎

Dynamic Mode Decomposition (Theory)

Emmanuel Candès: Wavelets, sparsity and its consequences
▶︎

Emmanuel Candès: Wavelets, sparsity and its consequences

Conan O’Brien Delivers the Commencement Address | Harvard Commencement 2026
▶︎

Conan O’Brien Delivers the Commencement Address | Harvard Commencement 2026

The Insane Genius of a Formula 1 Gearbox
▶︎

The Insane Genius of a Formula 1 Gearbox

Scott Aaronson - The TRUTH About Quantum Computing
▶︎

Scott Aaronson - The TRUTH About Quantum Computing

Dynamic Mode Decomposition (Overview)
▶︎

Dynamic Mode Decomposition (Overview)

Koopman Spectral Analysis (Overview)
▶︎

Koopman Spectral Analysis (Overview)

Dynamic Mode Decomposition Code
▶︎

Dynamic Mode Decomposition Code

The most beautiful formula not enough people understand
▶︎

The most beautiful formula not enough people understand

Understanding POD: the Proper Orthogonal Decomposition
▶︎

Understanding POD: the Proper Orthogonal Decomposition

Physics-Informed Dynamic Mode Decomposition (PI-DMD)
▶︎

Physics-Informed Dynamic Mode Decomposition (PI-DMD)

AlphaFold - The Most Useful Thing AI Has Ever Done
▶︎

AlphaFold - The Most Useful Thing AI Has Ever Done

Sparse Identification of Nonlinear Dynamics (SINDy): Sparse Machine Learning Models 5 Years Later!
▶︎

Sparse Identification of Nonlinear Dynamics (SINDy): Sparse Machine Learning Models 5 Years Later!

Bing Brunton - Neurohackweek - Dynamic Mode Decomposition
▶︎

Bing Brunton - Neurohackweek - Dynamic Mode Decomposition

Compressive Sensing
▶︎

Compressive Sensing

Data Driven Discovery of Dynamical Systems and PDEs
▶︎

Data Driven Discovery of Dynamical Systems and PDEs

Lecture: The Singular Value Decomposition (SVD)
▶︎

Lecture: The Singular Value Decomposition (SVD)