Repository logo

Infoscience

  • English
  • French
Log In
Logo EPFL, École polytechnique fédérale de Lausanne

Infoscience

  • English
  • French
Log In
  1. Home
  2. Academic and Research Output
  3. Journal articles
  4. Koopman Analysis of Isolated Fronts and Solitons
 
research article

Koopman Analysis of Isolated Fronts and Solitons

Parker, Jeremy P.  
•
Page, Jacob
January 1, 2020
Siam Journal On Applied Dynamical Systems

A Koopman decomposition of a complex system leads to a representation in which nonlinear dynamics appear to be linear. The existence of a linear framework with which to analyze nonlinear dynamical systems brings new strategies for prediction and control, while the approach is straightforward to apply to large datasets using dynamic mode decomposition (DMD). However, it can be challenging to connect the output of DMD to a Koopman analysis since there are relatively few analytical results available, while the DMD algorithm itself is known to struggle in situations involving the propagation of a localized structure through the domain. Motivated by these issues, we derive a series of Koopman decompositions for localized, finite-amplitude solutions of classical nonlinear PDEs for which transformations to linear systems exist. We demonstrate that nonlinear traveling wave solutions to both the Burgers and KdV equations have two Koopman decompositions; one of which converges upstream and another which converges downstream of the soliton or front. These results are shown to generalize to the interaction of multiple solitons in the KdV equation. The existence of multiple expansions in space and time has a critical impact on the ability of DMD to extract Koopman eigenvalues and modes which must be performed within a temporally and spatially localized window to correctly identify the separate expansions. We provide evidence that these features may be generic for isolated nonlinear structures by applying DMD to a moving breather solution of the sine-Gordon equation.

  • Details
  • Metrics
Type
research article
DOI
10.1137/19M1305033
Web of Science ID

WOS:000600670700021

Author(s)
Parker, Jeremy P.  
Page, Jacob
Date Issued

2020-01-01

Published in
Siam Journal On Applied Dynamical Systems
Volume

19

Issue

4

Start page

2803

End page

2828

Subjects

Mathematics, Applied

•

Physics, Mathematical

•

Mathematics

•

Physics

•

dmd

•

koopman

•

dynamical systems

•

dynamic-mode decomposition

•

spectral properties

•

reduction

•

systems

Editorial or Peer reviewed

REVIEWED

Written at

EPFL

EPFL units
ECPS  
Available on Infoscience
January 12, 2021
Use this identifier to reference this record
https://infoscience.epfl.ch/handle/20.500.14299/174604
Logo EPFL, École polytechnique fédérale de Lausanne
  • Contact
  • infoscience@epfl.ch

  • Follow us on Facebook
  • Follow us on Instagram
  • Follow us on LinkedIn
  • Follow us on X
  • Follow us on Youtube
AccessibilityLegal noticePrivacy policyCookie settingsEnd User AgreementGet helpFeedback

Infoscience is a service managed and provided by the Library and IT Services of EPFL. © EPFL, tous droits réservés