Understanding and Mitigating Gradient Flow Pathologies in Physics-Informed Neural Networks

Abstract

Related DatabasesWeb of Science You must be logged in with an active subscription to view this.Article DataHistorySubmitted: 12 February 2020Accepted: 25 May 2021Published online: 09 September 2021Keywordsdeep learning, differential equations, optimization, stiff dynamics, computational physicsAMS Subject Headings68T99, 65M99, 68U20Publication DataISSN (print): 1064-8275ISSN (online): 1095-7197Publisher: Society for Industrial and Applied MathematicsCODEN: sjoce3