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A Differentiable Neural-Network Force Field for Ionic Liquids

[Image: see text] We present NeuralIL, a model for the potential energy of an ionic liquid that accurately reproduces first-principles results with orders-of-magnitude savings in computational cost. Built on the basis of a multilayer perceptron and spherical Bessel descriptors of the atomic environm...

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Detalles Bibliográficos
Autores principales: Montes-Campos, Hadrián, Carrete, Jesús, Bichelmaier, Sebastian, Varela, Luis M., Madsen, Georg K. H.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: American Chemical Society 2021
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8757435/
https://www.ncbi.nlm.nih.gov/pubmed/34941253
http://dx.doi.org/10.1021/acs.jcim.1c01380