Solving Inverse Stochastic Problems from Discrete Particle Observations Using the Fokker--Planck Equation and Physics-Informed Neural Networks
Work
Year: 2021
Type: article
Abstract: The Fokker--Planck (FP) equation governing the evolution of the probability density function (PDF) is applicable to many disciplines, but it requires specification of the coefficients for each case, w... more
Institutions Brown University, Huazhong University of Science and Technology, Illinois Institute of Technology, Pacific Northwest National Laboratory
Cites: 13
Cited by: 81
Related to: 10
FWCI: 7.716
Citation percentile (by year/subfield): 99.99
Subfield: Statistical and Nonlinear Physics
Field: Physics and Astronomy
Domain: Physical Sciences
Open Access status: green
Funders U.S. Department of Energy, China Scholarship Council, China Scholarship Council, National Institutes of Health, Army Research Office
Grant IDS DE-SC0019453, 201806160038, NSF11801192, U01 HL142518, W911NF-15-1-0562