Universal machine learning for the response of atomistic systems to external fields

Abstract Machine learned interatomic interaction potentials have enabled efficient and accurate molecular simulations of closed systems. However, external fields, which can greatly change the chemical structure and/or reactivity, have been seldom included in current machine learning models. This wor...

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Bibliographic Details
Main Authors: Yaolong Zhang, Bin Jiang
Format: Article
Language:English
Published: Nature Portfolio 2023-10-01
Series:Nature Communications
Online Access:https://doi.org/10.1038/s41467-023-42148-y