Koopman Analysis of the Singularly-Perturbed van der Pol Oscillator (2405.07635v3)
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 eigenfunctions inherit geometric properties of the singularly-perturbed system. These results are applicable to general planar singularly-perturbed systems with stable limit cycles.
- I. Mezić. Analysis of fluid flows via spectral properties of the Koopman operator. Annual Review of Fluid Mechanics, 45:357–378, 2013.
- Modern Koopman theory for dynamical systems. SIAM Review, 64(2):229–340, 2022.
- Koopman operators for estimation and control of dynamical systems. Annual Review of Control, Robotics, and Autonomous Systems, 4:59–87, 2021.
- Chaos, Fractals, and Noise: Stochastic Aspects of Dynamics. Springer-Verlag, New York, 1994.
- Ergodic problems of classical mechanics. W.A.Benjamin, New York, Amsterdam, 1968.
- Igor Mezić. Spectral properties of dynamical systems, model reduction and decompositions. Nonlinear Dynamics, 41:309–325, 2005.
- Spectral analysis of nonlinear flows. Journal of Fluid Mechanics, 641:115–127, 2009.
- The Koopman Operator in Systems and Control: Concepts, Methodologies, and Applications. Springer, 2020.
- A. Mauroy and I. Mezić. On the use of Fourier averages to compute the global isochrons of (quasi) periodic dynamics. CHAOS: An Interdisciplinary Journal of Nonlinear Science, 22(3):033112, 2012.
- D. Wilson and J. Moehlis. Isostable reduction of periodic orbits. Physical Review E, 94(5):052213, 2016.
- Phase-amplitude reduction of transient dynamics far from attractors for limit-cycling systems. CHAOS: An Interdisciplinary Journal of Nonlinear Science, 27(2):023119, 2017.
- A. Mauroy and I. Mezić. Global computation of phase-amplitude reduction for limit-cycle dynamics. CHAOS: An Interdisciplinary Journal of Nonlinear Science, 28(7):073108, 2018.
- E Mishchenko. Differential Equations with Small Parameters and Relaxation Oscillations. Springer Science & Business Media, 1980.
- Eugene M Izhikevich. Phase equations for relaxation oscillators. SIAM Journal on Applied Mathematics, 60(5):1789–1804, 2000.
- Mixed-mode oscillations with multiple time scales. SIAM Review, 54(2):211–288, 2012.
- Christian Kuehn. Multiple Time Scale Dynamics, volume 191. Springer, 2015.
- Isostables, isochrons, and Koopman spectrum for the action–angle representation of stable fixed point dynamics. Physica D: Nonlinear Phenomena, 261:19–30, 2013.
- Global linearization and fiber bundle structure of invariant manifolds. Nonlinearity, 31(9):4202, 2018.
- Neil Fenichel. Geometric singular perturbation theory for ordinary differential equations. Journal of Differential Equations, 31(1):53–98, 1979.
- Christopher KRT Jones. Geometric singular perturbation theory. Dynamical Systems: Lectures Given at the 2nd Session of the Centro Internazionale Matematico Estivo (CIME) held in Montecatini Terme, Italy, June 13–22, 1994, pages 44–118, 1995.
- Y. Lan and I. Mezić. Linearization in the large of nonlinear systems and Koopman operator spectrum. Physica D: Nonlinear Phenomena, 242(1):42–53, 2013.
- Continuation-based computation of global isochrons. SIAM Journal on Applied Dynamical Systems, 9(4):1201–1228, 2010.
- Dissecting the phase response of a model bursting neuron. SIAM Journal on Applied Dynamical Systems, 9(3):659–703, 2010.
- Global isochrons and phase sensitivity of bursting neurons. SIAM Journal on Applied Dynamical Systems, 13(1):306–338, 2014.
- Yoshihiko Susuki. On Koopman operator framework for semi-explicit differential-algebraic equations. IFAC-PapersOnLine, 54(14):341–345, 2021.
- Floris Takens. Constrained equations; a study of implicit differential equations and their discontinuous solutions. In Structural Stability, the Theory of Catastrophes, and Applications in the Sciences: Proceedings of the Conference Held at Battelle Seattle Research Center 1975, pages 143–234. Springer, 1976.
- Shankar Sastry and C Desoer. Jump behavior of circuits and systems. IEEE Transactions on Circuits and Systems, 28(12):1109–1124, 1981.
- I. Mezić. Spectrum of the Koopman operator, spectral expansions in functional spaces, and state-space geometry. Journal of Nonlinear Science, 30(5):2091–2145, 2020.
- M. D. Kvalheim and S. Revzen. Existence and uniqueness of global Koopman eigenfunctions for stable fixed points and periodic orbits. Physica D: Nonlinear Phenomena, 425:132959, 2021.
- Relaxation oscillation and canard explosion. Journal of Differential Equations, 174(2):312–368, 2001.
- Spectral signature of the pitchfork bifurcation: Liouville equation approach. Physical Review E, 51(1):74, 1995.
- Phase reduction theory for hybrid nonlinear oscillators. Physical Review E, 95(1):012212, 2017.