English

Koopman operator framework for spectral analysis and identification of infinite-dimensional systems

Analysis of PDEs 2021-10-07 v3

Abstract

We consider Koopman operator theory in the context of nonlinear infinite-dimensional systems, where the operator is defined over a space of bounded continuous functionals. The properties of the Koopman semigroup are described and a finite-dimensional projection of the semigroup is proposed, which provides a linear finite-dimensional approximation of the underlying infinite-dimensional dynamics. This approximation is used to obtain spectral properties from data, a method which can be seen as a generalization of Extended Dynamic Mode Decomposition for infinite-dimensional systems. Finally, we exploit the proposed framework to identify (a finite-dimensional approximation of) the Lie generator associated with the Koopman semigroup. This approach yields a linear method for nonlinear PDE identification, which is complemented with theoretical convergence results.

Keywords

Cite

@article{arxiv.2103.12458,
  title  = {Koopman operator framework for spectral analysis and identification of infinite-dimensional systems},
  author = {Alexandre Mauroy},
  journal= {arXiv preprint arXiv:2103.12458},
  year   = {2021}
}

Comments

8 pages

R2 v1 2026-06-24T00:28:03.160Z