Geometric properties of isostables and basins of attraction of monotone systems

Alexandre Mauroy, Aivar Sootla

Research output: Contribution to journalArticlepeer-review

48 Downloads (Pure)

Abstract

In this paper, we study geometric properties of basins of attraction of monotone systems. Our results are based on a combination of monotone systems theory and spectral operator theory. We exploit the framework of the Koopman operator, which provides a linear infinite-dimensional description of nonlinear dynamical systems and spectral operator-theoretic notions such as eigenvalues and eigenfunctions. The sublevel sets of the dominant eigenfunction form a family of nested forward-invariant sets and the basin of attraction is the largest of these sets. The boundaries of these sets, called isostables, allow studying temporal properties of the system. Our first observation is that the dominant eigenfunction is increasing in every variable in the case of monotone systems. This is a strong geometric property which simplifies the computation of isostables. We also show how variations in basins of attraction can be bounded under parametric uncertainty in the vector field of monotone systems. Finally, we study the properties of the parameter set for which a monotone system is multistable. Our results are illustrated on several systems of two to four dimensions.
Original languageEnglish
Pages (from-to)6183-6194
Number of pages12
JournalIEEE Transactions on Automatic Control
Volume62
Issue number12
DOIs
Publication statusPublished - Dec 2017

Keywords

  • Eigenvalues and eigenfunctions
  • trajectory
  • switches
  • Lyapunov methods
  • Jacobian matrices
  • uncertainty
  • Genetic toggle switch
  • Koopman operator
  • Monotone systems
  • Computation of isostables
  • Computation of basins of attraction

Fingerprint

Dive into the research topics of 'Geometric properties of isostables and basins of attraction of monotone systems'. Together they form a unique fingerprint.

Cite this