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Spectral analysis of the Koopman operator for partial differential equations
1Department of Systems and Control Engineering, Tokyo Institute of Technology, Tokyo 152-8552, Japan.
Chaos (Woodbury, N.Y.)
|December 2, 2020
Summary
Koopman-operator analysis provides a new spectral method for understanding how systems relax to stable states. This approach defines key concepts like inertial manifolds and isostables using Koopman eigenfunctions.
Area of Science:
- Dynamical Systems Theory
- Mathematical Physics
- Nonlinear Dynamics
Background:
- Partial differential equations (PDEs) model systems relaxing to stable states.
- Understanding the long-term behavior of these systems is crucial.
- Existing methods may not fully capture the spectral properties of the dynamics.
Purpose of the Study:
- To introduce Koopman-operator analysis for PDEs describing relaxation dynamics.
- To develop spectral expansions of the Koopman operator using Koopman eigenfunctions.
- To connect Koopman analysis concepts to established dynamical systems notions like inertial manifolds and isostables.
Main Methods:
- Koopman-operator theory applied to PDEs.
- Introduction and utilization of Koopman eigenfunctions.
- Spectral expansion of the Koopman operator via conjugacy.
- Analysis of linear and nonlinear PDEs as examples.
Main Results:
- Koopman eigenfunctions are introduced for relaxation dynamics.
- Spectral expansion of the Koopman operator is derived.
- Koopman eigenfunctions relate to linear functionals for linear systems.
- Inertial manifolds correspond to zero level sets of Koopman eigenfunctions.
- Isostables are defined by the slowest decaying Koopman eigenfunctional.
Conclusions:
- Koopman-operator analysis offers a powerful spectral framework for PDEs.
- The framework provides new perspectives on inertial manifolds and isostables.
- The method is demonstrated on diffusion, Burgers, and phase-diffusion equations.
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