17 citations · 29 across the 2 of their papers we have counts for
2 papers
physics.bio-ph2023★ 12 cited
EPR-Net: Constructing non-equilibrium potential landscape via a variational force projection formulation
Yue Zhao, Wei Zhang, Tiejun Li
We present EPR-Net, a novel and effective deep learning approach that tackles a crucial challenge in biophysics: constructing potential landscapes for high-dimensional non-equilibr…
math.OC2021★ 17 cited
Solving eigenvalue PDEs of metastable diffusion processes using artificial neural networks
Wei Zhang, Tiejun Li, Christof Schütte
In this paper, we consider the eigenvalue PDE problem of the infinitesimal generators of metastable diffusion processes. We propose a numerical algorithm based on training artifici…