NewtonNet: a Newtonian message passing network for deep learning of interatomic potentials and forces

We report a new deep learning message passing network that takes inspiration from Newton's equations of motion to learn interatomic potentials and forces. With the advantage of directional information from trainable force vectors, and physics-infused operators that are inspired by Newtonian phy...

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Detalles Bibliográficos
Autores principales: Haghighatlari, Mojtaba, Li, Jie, Guan, Xingyi, Zhang, Oufan, Das, Akshaya, Stein, Christopher J., Heidar-Zadeh, Farnaz, Liu, Meili, Head-Gordon, Martin, Bertels, Luke, Hao, Hongxia, Leven, Itai, Head-Gordon, Teresa
Formato: Online Artículo Texto
Lenguaje:English
Publicado: RSC 2022
Materias:
Chemistry
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9189860/
https://www.ncbi.nlm.nih.gov/pubmed/35769203
http://dx.doi.org/10.1039/d2dd00008c

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