DeepWKB: Learning WKB Expansions of Invariant Distributions for Stochastic Systems

Yao Li, Yicheng Liu, Shirou Wang

This paper introduces a novel deep learning method, called DeepWKB, for estimating the invariant distribution of randomly perturbed systems via its Wentzel-Kramers-Brillouin (WKB)…