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A fourth-generation high-dimensional neural network potential with accurate electrostatics including non-local charge transfer

Machine learning potentials have become an important tool for atomistic simulations in many fields, from chemistry via molecular biology to materials science. Most of the established methods, however, rely on local properties and are thus unable to take global changes in the electronic structure int...

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Detalles Bibliográficos
Autores principales: Ko, Tsz Wai, Finkler, Jonas A., Goedecker, Stefan, Behler, Jörg
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7811002/
https://www.ncbi.nlm.nih.gov/pubmed/33452239
http://dx.doi.org/10.1038/s41467-020-20427-2