
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.
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Website:
doi: 10.1137/20M138689X
An earlier version is available on ArXiv:
December 19, 2020:
ArXiv:
ArXiv:2012.10786
Cached Copy:
Meyer2020ArXiv.pdf