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stat.ML2023
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…
stat.ML2022★ 7 cited
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…