Elvet -- a neural network-based differential equation and variational problem solver

• DOI: 10.48550/arxiv.2103.14575
• Publication Date: 2021-01-01
• Authors: Jack Y. Araz; Juan Carlos Criado; Michael Spannowsky
• Keywords: Solver; Problem solver

We present Elvet, a Python package for solving differential equations and variational problems using machine learning methods. Elvet can deal with any system of coupled ordinary or partial arbitrary initial boundary conditions. It also minimize functional that depends on collection functions several variables while imposing constraints them. The solution to these is represented as neural network trained produce the desired function.