activity
20132020
most citedSolving Fokker-Planck equation using deep learning

157 citations · 158 across the 5 of their papers we have counts for

collaborators

8 papers

nlin.AO2020

Rate-dependent bifurcation dodging in a thermoacoustic system driven by colored noise

Xiaoyu Zhang, Yong Xu, Qi Liu +2

Tipping in multistable systems occurs usually by varying the input slightly, resulting in the output switching to an often unsatisfactory state. This phenomenon is manifested in th…

math.PR2020

Strong averaging principles for a class of non-autonomous slow-fast systems of SPDEs with polynomial growth

Ruifang Wang, Yong Xu

In this work, we study a class of non-autonomous two-time-scale stochastic reaction-diffusion equations driven by Poisson random measures, in which the coefficients satisfy the pol…

math.PR2020

Stochastic averaging for the non-autonomous mixed stochastic differential equations with locally Lipschitz coefficients

Ruifang Wang, Yong Xu, Hongge Yue

This paper investigates a non-autonomous slow-fast system, which is generalized by stochastic differential equations (SDEs) with locally Lipschitz coefficients, subjected to standa…

nlin.AO2020

Rate-dependent tipping-delay phenomenon in a thermoacoustic system with colored noise

Xiaoyu Zhang, Yong Xu, Qi Liu +1

Tipping is a phenomenon in multistable systems where small changes in inputs cause huge changes in outputs. When the parameter varies within a certain time scale, the rate will aff…

physics.comp-ph2019157 cited

Solving Fokker-Planck equation using deep learning

Yong Xu, Hao Zhang, Yongge Li +3

The probability density function of stochastic differential equations is governed by the Fokker-Planck (FP) equation. A novel machine learning method is developed to solve the gene…

math.DS2019

Averaging principles for non-autonomous two-time-scale stochastic reaction-diffusion equations with polynomial growth

Ruifang Wang, Yong Xu, Bin Pei

In this paper, we develop the averaging principle for a class of two-time-scale stochastic reaction-diffusion equations driven by Wiener processes and Poisson random measures. We a…