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Spectral analysis of the Koopman operator for partial differential equations

Hiroya Nakao, Igor Mezić

2020Chaos An Interdisciplinary Journal of Nonlinear Science30 citationsDOIOpen Access PDF

Abstract

We provide an overview of the Koopman-operator analysis for a class of partial differential equations describing relaxation of the field variable to a stable stationary state. We introduce Koopman eigenfunctionals of the system and use the notion of conjugacy to develop spectral expansion of the Koopman operator. For linear systems such as the diffusion equation, the Koopman eigenfunctionals can be expressed as linear functionals of the field variable. The notion of inertial manifolds is shown to correspond to joint zero level sets of Koopman eigenfunctionals, and the notion of isostables is defined as the level sets of the slowest decaying Koopman eigenfunctional. Linear diffusion equation, nonlinear Burgers equation, and nonlinear phase-diffusion equation are analyzed as examples.

Topics & Concepts

MathematicsNonlinear systemPartial differential equationMathematical analysisSpectral analysisOperator theoryField (mathematics)Operator (biology)Inertial frame of referenceVector fieldSpectral propertiesVariable (mathematics)Linear mapConjugacy classZero (linguistics)Class (philosophy)Pure mathematicsSpectral theorySpectrum (functional analysis)Functional analysisDiffusionDifferential equationBurgers' equationRelaxation (psychology)Transformation (genetics)Applied mathematicsGeneralizationType (biology)Constant coefficientsLinear systemSpectral methodModel Reduction and Neural NetworksStability and Controllability of Differential EquationsThermoelastic and Magnetoelastic Phenomena
Spectral analysis of the Koopman operator for partial differential equations | Litcius