Koopman Analysis of the Singularly-Perturbed van der Pol Oscillator
Natsuki Katayama, Yoshihiko Susuki

TL;DR
This paper applies Koopman operator analysis to the singularly-perturbed van der Pol oscillator, revealing how spectral properties depend on perturbation and how the singular limit relates to the combined fast-slow dynamics.
Contribution
It demonstrates the spectral signature of the Koopman operator in singularly-perturbed systems and derives the singular limit through fast and slow subsystem analysis.
Findings
Koopman eigenvalues depend on the singular perturbation parameter.
Eigenfunctions reflect geometric properties of the perturbed system.
The singular limit of the Koopman operator is derived from fast and slow subsystems.
Abstract
The Koopman operator framework holds promise for spectral analysis of nonlinear dynamical systems based on linear operators. Eigenvalues and eigenfunctions of the Koopman operator, so-called Koopman eigenvalues and Koopman eigenfunctions, respectively, mirror global properties of the system's flow. In this paper we perform the Koopman analysis of the singularly-perturbed van der Pol system. First, we show the spectral signature depending on singular perturbation: how two Koopman {principal} eigenvalues are ordered and what distinct shapes emerge in their associated Koopman eigenfunctions. Second, we discuss the singular limit of the Koopman operator, which is derived through the concatenation of Koopman operators for the fast and slow subsystems. From the spectral properties of the Koopman operator for the {singularly}-perturbed system and the singular limit, we suggest that the Koopman…
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
Taxonomy
TopicsGas Dynamics and Kinetic Theory · Extremum Seeking Control Systems · Physics and Engineering Research Articles
