Slow Stochastic Switching by Collective Chaos of Fast Elements
Hidetoshi Aoki, Kunihiko Kaneko

TL;DR
This paper investigates how slow variables in coupled slow-fast systems exhibit stochastic switching driven by collective chaos of fast elements, revealing complex dependence on timescale ratios and broad applicability.
Contribution
It introduces the concept of adiabatic kinetic branches and demonstrates stochastic switching mediated by collective chaos in slow-fast dynamical systems.
Findings
Switching over adiabatic kinetic branches occurs in slow-fast systems.
Switching frequency depends nonlinearly on the timescale ratio.
The phenomena are widespread in slow-fast dynamical systems.
Abstract
Coupled dynamical systems with one slow element and many fast elements are analyzed. By averaging over the dynamics of the fast variables, the adiabatic kinetic branch is introduced for the dynamics of the slow variable in the adiabatic limit. The dynamics without the limit are found to be represented by stochastic switching over these branches mediated by the collective chaos of the fast elements, while the switching frequency shows a complicated dependence on the ratio of the two timescales with some resonance structure. The ubiquity of the phenomena in the slow--fast dynamics is also discussed.
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
