Resonant phenomena in extended chaotic systems subject to external noise: the Lorenz'96 model case
Jorge A. Revelli, Miguel A. Rodriguez, Horacio S. Wio (IFCA, Spain)

TL;DR
This study explores how time-correlated noise influences chaotic extended systems, specifically the Lorenz'96 model, revealing stochastic resonance-like phenomena that could impact climate prediction accuracy.
Contribution
It demonstrates the occurrence of stochastic resonance-like behavior in the Lorenz'96 model under external noise, highlighting a noise-induced reduction of chaos as a key mechanism.
Findings
Identification of stochastic resonance-like behavior in the model
Evidence of noise-induced chaos reduction
Implications for optimal climate prediction
Abstract
We investigate the effects of a time-correlated noise on an extended chaotic system. The chosen model is the Lorenz'96, a kind of "toy" model used for climate studies. Through the analysis of the system's time evolution and its time and space correlations, we have obtained numerical evidence for two stochastic resonance-like behavior. Such behavior is seen when both, the usual and a generalized signal-to-noise ratio function are depicted as a function of the external noise intensity or the system size. The underlying mechanism seems to be associated to a "noise-induced chaos reduction". The possible relevance of these and other findings for an "optimal" climate prediction are 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.
