Calculation: A representation of a network of electromagnetic waveguides (left) being used to solve Dirichlet boundary value problems. The coloured diagrams at right represent the normalized ...

This repository is the official implementation of RandNet-Parareal: a time-parallel PDE solver using Random Neural Networks. Authors: Guglielmo Gattiglio, Lyudmila Grigoryeva, and Massimiliano ...

Differential equations are an essential part of mathematical modeling for various engineering and science problems. In this regard, many systems are data driven and hence the modeled differential ...