Friedrichs Learning: Weak Solutions of Partial Differential Equations via Deep Learning

Fan Chen, Jianguo Huang, Chunmei Wang +1

This paper proposes Friedrichs learning as a novel deep learning methodology that can learn the weak solutions of PDEs via a minmax formulation, which transforms the PDE problem in…