On Matching, and Even Rectifying, Dynamical Systems through Koopman Operator Eigenfunctions

被引:28
作者
Bollt, Erik M. [1 ]
Li, Qianxiao [2 ]
Dietrich, Felix [3 ,4 ]
Kevrekidis, Ioannis [2 ]
机构
[1] Clarkson Univ, Dept Math, Dept Elect & Comp Engn, Dept Phys, Potsdam, NY 13699 USA
[2] Agcy Sci Technol & Res, Inst High Performance Comp, Singapore 138632, Singapore
[3] Johns Hopkins Univ, Dept Chem & Biomol Engn, Dept Appl Math & Stat, Baltimore, MD 21218 USA
[4] JHMI, Baltimore, MD 21218 USA
基金
美国国家科学基金会;
关键词
Koopman operator; rectification; conjugacy; flow box; DMD; EDMD; dynamical systems; data-driven algorithms; SPECTRAL PROPERTIES; MODE DECOMPOSITION; NONLINEAR-SYSTEMS; LINEARIZATION; EQUATIONS;
D O I
10.1137/17M116207X
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
Matching dynamical systems, through different forms of conjugacies and equivalences, has long been a fundamental concept, and a powerful tool, in the study and classification of nonlinear dynamic behavior (e.g., through normal forms). In this paper we will argue that the use of the Koopman operator and its spectrum is particularly well suited for this endeavor, both in theory, but also especially in view of recent data-driven algorithm developments. We believe, and document through illustrative examples, that this can nontrivially extend the use and applicability of the Koopman spectral theoretical and computational machinery beyond modeling and prediction, towards what can be considered as a systematic discovery of "Cole-Hopf-type" transformations for dynamics.
引用
收藏
页码:1925 / 1960
页数:36
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