School of Mathematics
University of Minnesota
UMn Logo
Richard McGehee's Publications
accessible

Intensity—A Metric Approach to Quantifying Attractor Robustness in ODEs

Katherine J. Meyer and Richard P. McGehee

SIAM Journal on Applied Dynamical Systems 21 2 (2022) doi: 10.1137/20M138689X

Abstract

Although mathematical models do not fully match reality, robustness of dynamical objects to perturbation helps bridge from theoretical to real-world dynamical systems. Classical theories of structural stability and isolated invariant sets treat robustness of qualitative dynamics to sufficiently small errors. But they do not indicate just how large a perturbation can become before the qualitative behavior of our system changes fundamentally. Here we introduce a quantity, intensity of attraction, that measures the robustness of attractors in metric terms. Working in the setting of ordinary differential equations on \({\mathbb R}^n\), we consider robustness to vector field perturbations that are time dependent or independent. We define intensity in a control-theoretic framework, based on the magnitude of control needed to steer trajectories out of a domain of attraction. Our main result is that intensity also quantifies the robustness of an attractor to time-independent vector field perturbations; we prove this by connecting the reachable sets of control theory to isolating blocks of Conley theory. In addition to treating classical questions of robustness in a new metric framework, intensity of attraction offers a novel tool for resilience quantification in ecological applications. Unlike many measurements of resilience, intensity detects the strength of transient dynamics in a domain of attraction.

Electronic Copies

The paper is available for subscribers on the publisher's Website:
doi: 10.1137/20M138689X

An earlier version is available on ArXiv:

December 19, 2020:
ArXiv:  ArXiv:2012.10786
Cached Copy: Meyer2020ArXiv.pdf

 

Last update: October 1, 2022
©2022 Richard McGehee