Enforcing exact physics in scientific machine learning: a data-driven exterior calculus on graphs

Nathaniel Trask, Andy Huang, Xiaozhe Hu

As traditional machine learning tools are increasingly applied to science and engineering applications, physics-informed methods have emerged as effective tools for endowing infere…