most citedVariational Onsager Neural Networks (VONNs): A thermodynamics-based variational learning strategy for non-equilibrium PDEs

76 citations · 76 across the 2 of their papers we have counts for

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2 papers

cond-mat.stat-mech2023

A statistical mechanics framework for constructing non-equilibrium thermodynamic models

Travis Leadbetter, Prashant K. Purohit, Celia Reina

Far-from-equilibrium phenomena are critical to all natural and engineered systems, and essential to biological processes responsible for life. For over a century and a half, since…

math-ph2021★ 76 cited

Variational Onsager Neural Networks (VONNs): A thermodynamics-based variational learning strategy for non-equilibrium PDEs

Shenglin Huang, Zequn He, Bryan Chem +1

We propose a thermodynamics-based learning strategy for non-equilibrium evolution equations based on Onsager's variational principle, which allows to write such PDEs in terms of tw…