We present a novel method for using Neural Networks (NNs) for finding solutions to a class of Partial Differential Equations (PDEs). Our method builds on recent advances in Neural Radiance Field research (NeRFs) and allows for a NN to converge to a PDE solution much faster than classic Physically Informed Neural Network (PINNs) approaches.
@article{arxiv.2205.08978,
title = {Fast Neural Network based Solving of Partial Differential Equations},
author = {Jaroslaw Rzepecki and Daniel Bates and Chris Doran},
journal= {arXiv preprint arXiv:2205.08978},
year = {2022}
}