@article{huang2022variational,

title={Variational Onsager Neural Networks (VONNs): A thermodynamics-based variational learning strategy for non-equilibrium PDEs},

author={Huang, Shenglin and He, Zequn and Reina, Celia},

journal={Journal of the Mechanics and Physics of Solids},

volume={163},

pages={104856},

year={2022},

publisher={Elsevier} }