Solving complex differential equation using unsupervised neural networks

Abstract

The ability of neural networks (NN) to solve differential equations (DE) was demonstrated recently. In this paper, we demonstrate a general method of solving complex differential equation based on unsupervised neural networks. In particular, the paradigm is utilized to approximate the temporal profile of pulse propagating along a nonlinear and dispersive medium.