Chemical reaction networks and opportunities for machine learning

M Wen, EWC Spotte-Smith, SM Blau… - Nature Computational …, 2023 - nature.com
Chemical reaction networks (CRNs), defined by sets of species and possible reactions
between them, are widely used to interrogate chemical systems. To capture increasingly …

Solving multiscale dynamical systems by deep learning

ZQJ Xu, J Yao, Y Yi, L Hang, Y Zhang… - arXiv preprint arXiv …, 2024 - arxiv.org
Multiscale dynamical systems, modeled by high-dimensional stiff ordinary differential
equations (ODEs) with wide-ranging characteristic timescales, arise across diverse fields of …

[引用][C] Machine Learned Compact Kinetic Models for Combustion

M Kelly - 2023 - The University of Dublin