Edgeworth expansions for slow-fast systems with finite time scale separation
arXiv:1708.06984 · doi:10.1098/rspa.2018.0358
Abstract
We derive Edgeworth expansions that describe corrections to the Gaussian limiting behaviour of slow-fast systems. The Edgeworth expansion is achieved using a semi-group formalism for the transfer operator, where a Duhamel-Dyson series is used to asymptotically determine the corrections at any desired order of the time scale parameter . The corrections involve integrals over higher-order auto-correlation functions. We develop a diagrammatic representation of the series to control the combinatorial wealth of the asymptotic expansion in and provide explicit expressions for the first two orders. At a formal level, the expressions derived are valid in the case when the fast dynamics is stochastic as well as when the fast dynamics is entirely deterministic. We corroborate our analytical results with numerical simulations and show that our method provides an improvement on the classical homogenization limit which is restricted to the limit of infinite time scale separation.
accepted for publication in Proceedings of the Royal Society A
References in corpus (3)
Cited by in corpus (7)
- The Physics of Climate Variability and Climate Change
- Reduced-Order Models for Coupled Dynamical Systems: Data-driven Methods and the Koopman Operator
- Theoretical tools for understanding the climate crisis from Hasselmann's program and beyond
- Lyapunov analysis of multiscale dynamics: The slow bundle of the two-scale Lorenz 96 model
- A reduction scheme for coupled Brownian harmonic oscillators
- Introduction to the Special Issue on the Statistical Mechanics of Climate
- Deviations from Gaussianity in deterministic discrete time dynamical systems