Parameterization of stochastic multiscale triads

Wouters, J. ORCID: https://orcid.org/0000-0001-5418-7657, Dolaptchiev, S. I., Lucarini, V. ORCID: https://orcid.org/0000-0001-9392-1471 and Achatz, U. (2016) Parameterization of stochastic multiscale triads. Nonlinear Processes in Geophysics, 23 (6). pp. 435-445. ISSN 1023-5809 doi: 10.5194/npg-23-435-2016

Abstract/Summary

We discuss applications of a recently developed method for model reduction based on linear response theory of weakly coupled dynamical systems. We apply the weak coupling method to simple stochastic differential equations with slow and fast degrees of freedom. The weak coupling model reduction method results in general in a non-Markovian system; we therefore discuss the Markovianization of the system to allow for straightforward numerical integration. We compare the applied method to the equations obtained through homogenization in the limit of large timescale separation between slow and fast degrees of freedom. We numerically compare the ensemble spread from a fixed initial condition, correlation functions and exit times from a domain. The weak coupling method gives more accurate results in all test cases, albeit with a higher numerical cost.

Item Type	Article
URI	https://reading-clone.eprints-hosting.org/id/eprint/68577
Item Type	Article
Refereed	Yes
Divisions	Science > School of Mathematical, Physical and Computational Sciences > Department of Mathematics and Statistics
Publisher	European Geosciences Union
Download/View statistics	View download statistics for this item