Galerkin Neural Networks: A Framework for Approximating Variational Equations with Error Control

Mark Ainsworth, Justin Dong

We present a new approach to using neural networks to approximate the solutions of variational equations, based on the adaptive construction of a sequence of finite-dimensional sub…