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 Rn, 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.
Original language | English (US) |
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Pages (from-to) | 960-981 |
Number of pages | 22 |
Journal | SIAM Journal on Applied Dynamical Systems |
Volume | 21 |
Issue number | 2 |
DOIs | |
State | Published - 2022 |
Bibliographical note
Funding Information:∗Received by the editors December 18, 2020; accepted for publication (in revised form) by T. Wanner November 7, 2021; published electronically April 25, 2022. https://doi.org/10.1137/20M138689X Funding: This work was supported by National Science Foundation grants 00039202, DMS-1645643, DMS-0940366, and DMS-0940363. †Department of Mathematics and Statistics, Carleton College, 1 North College St., Northfield, MN 55057 USA ([email protected]). ‡Department of Mathematics, University of Minnesota, 206 Church St. SE, Minneapolis, MN 55455 USA ([email protected]).
Publisher Copyright:
© 2022 Society for Industrial and Applied Mathematics.
Keywords
- Conley theory
- attractors
- control
- ordinary differential equations
- resilience
- transient dynamics