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Are Neural Network Potentials Trained on Liquid States Transferable to Crystal Nucleation? A Test on Ice Nucleation in the mW Water Model

[Image: see text] Neural network potentials (NNPs) are increasingly being used to study processes that happen on long time scales. A typical example is crystal nucleation, which rate is controlled by the occurrence of a rare fluctuation, i.e., the appearance of the critical nucleus. Because the prop...

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Detalles Bibliográficos
Autores principales: Guidarelli Mattioli, Francesco, Sciortino, Francesco, Russo, John
Formato: Online Artículo Texto
Lenguaje:English
Publicado: American Chemical Society 2023
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10165654/
https://www.ncbi.nlm.nih.gov/pubmed/37075256
http://dx.doi.org/10.1021/acs.jpcb.3c00693