Solving the inverse problem of time independent Fokker–Planck equation with a self supervised neural network method

Abstract The Fokker–Planck equation (FPE) has been used in many important applications to study stochastic processes with the evolution of the probability density function (pdf). Previous studies on FPE mainly focus on solving the forward problem which is to predict the time-evolution of the pdf fro...

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Bibliographic Details
Main Authors: Wei Liu, Connie Khor Li Kou, Kun Hee Park, Hwee Kuan Lee
Format: Article
Language:English
Published: Nature Publishing Group 2021-07-01
Series:Scientific Reports
Online Access:https://doi.org/10.1038/s41598-021-94712-5