Interplay of periodic dynamics and noise: insights from a simple adaptive system
Frederic Folz, Kurt Mehlhorn, Giovanna Morigi

TL;DR
This paper investigates how a simple adaptive system with two paths responds to periodic damping and noise, revealing frequency-dependent switching behavior and noise-induced resonance phenomena.
Contribution
It introduces a model combining periodic damping and stochastic forces, analyzing the system's response and identifying noise-induced resonances and metastable patterns.
Findings
System switches to minimal dissipation path at low frequencies
Optimal noise amplitude induces synchronous switching
Metastable patterns emerge at high frequencies with noise-induced resonances
Abstract
We study the dynamics of a simple adaptive system in the presence of noise and periodic damping. The system is composed by two paths connecting a source and a sink, the dynamics is governed by equations that usually describe food search of the paradigmatic Physarum polycephalum. In this work we assume that the two paths undergo damping whose relative strength is periodically modulated in time and analyse the dynamics in the presence of stochastic forces simulating Gaussian noise. We identify different responses depending on the modulation frequency and on the noise amplitude. At frequencies smaller than the mean dissipation rate, the system tends to switch to the path which minimizes dissipation. Synchronous switching occurs at an optimal noise amplitude which depends on the modulation frequency. This behaviour disappears at larger frequencies, where the dynamics can be described by the…
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.
