77 citations · 214 across the 11 of their papers we have counts for
4 papers · 1 filter
Computing large deviation prefactors of stochastic dynamical systems based on machine learning
Yang Li, Shenglan Yuan, Linghongzhi Lu +1
In this paper, we present large deviation theory that characterizes the exponential estimate for rare events of stochastic dynamical systems in the limit of weak noise. We aim to c…
Controlling mean exit time of stochastic dynamical systems based on quasipotential and machine learning
Yang Li, Shenglan Yuan, Shengyuan Xu
The mean exit time escaping basin of attraction in the presence of white noise is of practical importance in various scientific fields. In this work, we propose a strategy to contr…
Extracting stochastic dynamical systems with -stable Lévy noise from data
Yang Li, Yubin Lu, Shengyuan Xu +1
With the rapid increase of valuable observational, experimental and simulated data for complex systems, much efforts have been devoted to identifying governing laws underlying the…
A Data-Driven Approach for Discovering Stochastic Dynamical Systems with Non-Gaussian Levy Noise
Yang Li, Jinqiao Duan
With the rapid increase of valuable observational, experimental and simulating data for complex systems, great efforts are being devoted to discovering governing laws underlying th…