
About Course
Koopman Analysis.
Koopman operator theory is an alternative formalism for the study of dynamical systems
that offers great utility in data-driven analysis and control of nonlinear and high-dimensional
systems.
This note gives a short and informal review of this theory, as well as a list of references that point to rigorous mathematical treatments and a variety of applications to physics and engineering problems.
Course Content
Koopman Analysis
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Koopman Observable Subspaces & Finite Linear Representations of Nonlinear Dynamics for Control
00:00 -
Koopman Spectral Analysis (Continuous Spectrum)
00:00 -
Koopman Spectral Analysis (Overview)
00:00 -
Koopman Spectral Analysis (Representations)
00:00 -
Koopman Spectral Analysis (Control)
00:00 -
Linear model for chaotic Lorenz system [HAVOK]
00:00 -
Magnetic field reversal and Measles outbreaks: HAVOK models of chaos
00:00 -
Hankel Alternative View of Koopman (HAVOK) Analysis [SHORT]
00:00 -
Hankel Alternative View of Koopman (HAVOK) Analysis
00:00 -
Compressed Sensing and Dynamic Mode Decomposition
00:00 -
Koopman Operator Optimal Control
00:00 -
Koopman Observable Subspaces & Nonlinearization
00:00 -
Koopman Spectral Analysis (Multiscale systems)
00:00
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