Learning Nonlinear Finite Element Solution Operators using Multilayer Perceptrons and Energy Minimization

Mats G. Larson, Carl Lundholm, Anna Persson

We develop and evaluate a method for learning solution operators to nonlinear problems governed by partial differential equations (PDEs). The approach is based on a finite element…