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Latent Modes of Nonlinear Flows: A Koopman Theory Analysis (Elements in Non-local Data Interactions: Foundations and Applications) - Softcover
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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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Latent Modes of Nonlinear Flows (Elements in Non-local Data Interactions: Foundations and Applications)
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Cambridge University Press, 2023
ISBN 10: 1009323857
ISBN 13: 9781009323857
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Latent Modes of Nonlinear Flows (Elements in Non-local Data Interactions: Foundations and Applications)
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Latent Modes of Nonlinear Flows: A Koopman Theory Analysis
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LATENT MODES OF NONLINEAR FLOWS
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Latent Modes of Nonlinear Flows
Verlag:
Cambridge University Press Jun 2023, 2023
ISBN 10: 1009323857
ISBN 13: 9781009323857
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Taschenbuch. Zustand: Neu. Neuware - 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. Artikel-Nr. 9781009323857
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