Data-free, Physics-Informed Solution of Poisson Equation through Artificial Feed-Forward Neural Network

In this article, we solve 2D partial differential equation (PDE) using a artificial neural network (ANN). Specifically, a Poisson equation with Dirichlet boundary condition and Gaussian type source function is solved without using prior training data.