Accelerating Simulation of Stiff Nonlinear Systems using Continuous-Time Echo State Networks

Ranjan Anantharaman, Yingbo Ma, Shashi Gowda, Chris Laughman, Viral B. Shah, Alan Edelman, Christopher Rackauckas. Accelerating Simulation of Stiff Nonlinear Systems using Continuous-Time Echo State Networks. In Jonghyun Lee, Eric F. Darve, Peter K. Kitanidis, Michael W. Mahoney, Anuj Karpatne, Matthew W. Farthing, Tyler Hesser, editors, Proceedings of the AAAI 2021 Spring Symposium on Combining Artificial Intelligence and Machine Learning with Physical Sciences, Stanford, CA, USA, March 22nd - to - 24th, 2021. Volume 2964 of CEUR Workshop Proceedings, CEUR-WS.org, 2021. [doi]

Abstract

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