Machine learning force fields for molecular liquids: Ethylene Carbonate/Ethyl Methyl Carbonate binary solvent

Abstract Highly accurate ab initio molecular dynamics (MD) methods are the gold standard for studying molecular mechanisms in the condensed phase, however, they are too expensive to capture many key properties that converge slowly with respect to simulation length and time scales. Machine learning (...

Full description

Bibliographic Details
Main Authors: Ioan-Bogdan Magdău, Daniel J. Arismendi-Arrieta, Holly E. Smith, Clare P. Grey, Kersti Hermansson, Gábor Csányi
Format: Article
Language:English
Published: Nature Portfolio 2023-08-01
Series:npj Computational Materials
Online Access:https://doi.org/10.1038/s41524-023-01100-w