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

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Variational Onsager Neural Networks (VONNs): A thermodynamics-based variational learning strategy for non-equilibrium PDEs is a scholarly article[1].

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  • Variational Onsager Neural Networks (VONNs): A thermodynamics-based variational learning strategy for non-equilibrium PDEs's instance of is recorded as scholarly article[2].

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  1. [1] ↑ . Wikidata. wikidata.org.

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APA 4ort.xyz Knowledge Graph. (2026). Variational Onsager Neural Networks (VONNs): A thermodynamics-based variational learning strategy for non-equilibrium PDEs. Retrieved May 24, 2026, from https://4ort.xyz/entity/variational-onsager-neural-networks-vonns-a-thermodynamics-based-variational-learning-strategy-for-non-equilibrium-pdes
MLA “Variational Onsager Neural Networks (VONNs): A thermodynamics-based variational learning strategy for non-equilibrium PDEs.” 4ort.xyz Knowledge Graph, 4ort.xyz, 24 May. 2026, https://4ort.xyz/entity/variational-onsager-neural-networks-vonns-a-thermodynamics-based-variational-learning-strategy-for-non-equilibrium-pdes.
BibTeX @misc{4ortxyz_variational-onsager-neural-networks-vonns-a-thermodynamics-based-variational-learning-strategy-for-non-equilibrium-pdes_2026, author = {{4ort.xyz Knowledge Graph}}, title = {{Variational Onsager Neural Networks (VONNs): A thermodynamics-based variational learning strategy for non-equilibrium PDEs}}, year = {2026}, url = {https://4ort.xyz/entity/variational-onsager-neural-networks-vonns-a-thermodynamics-based-variational-learning-strategy-for-non-equilibrium-pdes}, note = {Accessed: 2026-05-24}}
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