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

> Research article (Journal of the Mechanics and Physics of Solids, 2022) · cited 67× · AI/ML

**Wikidata**: [openalex:W4220929409](https://www.wikidata.org/wiki/openalex:W4220929409)  
**Source**: https://4ort.xyz/entity/variational-onsager-neural-networks-vonns-a-thermodynamics-based-variational-learning-strategy-for-non-equilibrium-pdes