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DMD Explained! (Dynamic Mode Decomposition)

This video gives a high level treatment of dynamic mode decomposition (DMD) in signal processing. We compare the method with other methods, such as Fourier Series and Principle Component Analysis (PCA), where we see that DMD gives custom data driven bases for your signal, while also exploiting the dynamic content of your signal.

Music:
Come 2gether by Ooyy
Video Call from Los Angeles by Trevor Kowalski
Dismantle by Peter Sandberg
Wrong by Dan Henig
Guardians + Tek by Craig Hardgrove

0:00 Start and Introduction
1:26 DMD Algorithm
2:12 Fourier Series Discussion
3:54 PCA Discussion
5:12 Decompositions for Linear Systems (The Goal)
9:06 Koopman Operators and DMD
13:57 Wrap up

The Face Dataset was from the standard Yale Eigenface data as found at http://www.databookuw.com/

Видео DMD Explained! (Dynamic Mode Decomposition) канала ThatMathThing
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24 мая 2021 г. 1:41:39
00:14:56
Яндекс.Метрика