Latent Modes of Nonlinear Flows: A Koopman Theory Analysis

Author:   Ido Cohen (Technion - Israel Institute of Technology) ,  Guy Gilboa (Technion - Israel Institute of Technology)
Publisher:   Cambridge University Press
ISBN:  

9781009323857


Pages:   75
Publication Date:   29 June 2023
Format:   Paperback
Availability:   Manufactured on demand   Availability explained
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Latent Modes of Nonlinear Flows: A Koopman Theory Analysis


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Overview

Extracting the latent underlying structures of complex nonlinear local and nonlocal flows is essential for their analysis and modeling. In this Element the authors attempt to provide a consistent framework through Koopman theory and its related popular discrete approximation - dynamic mode decomposition (DMD). They investigate the conditions to perform appropriate linearization, dimensionality reduction and representation of flows in a highly general setting. The essential elements of this framework are Koopman eigenfunctions (KEFs) for which existence conditions are formulated. This is done by viewing the dynamic as a curve in state-space. These conditions lay the foundations for system reconstruction, global controllability, and observability for nonlinear dynamics. They examine the limitations of DMD through the analysis of Koopman theory and propose a new mode decomposition technique based on the typical time profile of the dynamics.

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Author:   Ido Cohen (Technion - Israel Institute of Technology) ,  Guy Gilboa (Technion - Israel Institute of Technology)
Publisher:   Cambridge University Press
Imprint:   Cambridge University Press
Dimensions:   Width: 15.20cm , Height: 0.30cm , Length: 22.90cm
Weight:   0.108kg
ISBN:  

9781009323857


ISBN 10:   1009323857
Pages:   75
Publication Date:   29 June 2023
Audience:   General/trade ,  General
Format:   Paperback
Publisher's Status:   Active
Availability:   Manufactured on demand   Availability explained
We will order this item for you from a manufactured on demand supplier.

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