Moderate deviations for fully-coupled multiscale weakly interacting particle systems
Files
First author draft
Date
2022-02-17
Authors
Spiliopoulos, Konstantinos
Bezemek, Zachary
Version
First author draft
OA Version
Citation
K. Spiliopoulos, Z. Bezemek. 2022. "Moderate deviations for fully-coupled multiscale weakly interacting particle systems"
Abstract
We consider a collection of fully coupled weakly interacting diffusion processes moving in a two-scale environment. We study the moderate deviations principle of the empirical distribution of the particles’ positions in the combined limit as the number of particles grow to infinity and the time-scale separation parameter goes to zero simultaneously. We make use of weak convergence methods, which provide a convenient representation for the moderate deviations rate function in terms of an effective mean field control problem. We rigorously obtain equivalent representations for the moderate deviations rate function in an appropriate “negative Sobolev” form, which is reminiscent of the large deviations rate function for the
empirical measure of weakly interacting diffusions obtained in the 1987 seminal paper by Dawson-G¨artner.
In the course of the proof we obtain related ergodic theorems and we rigorously study the regularity of Poisson type of equations associated to McKean-Vlasov problems, both of which are topics of independent
interest.