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Coarse-grained machine learning potential for mesoscale multilayered graphene

Abstract A coarse-grained neuroevolution potential (CGNEP) for multilayered graphene based on an ab initio accuracy dataset is developed for mesoscale molecular dynamics simulations. The information loss in coarsening process is discussed and divided into intralayer part and interlayer part. The CGN...

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Bibliografische Detailangaben
Hauptverfasser: Mingqian Li, Lifeng Wang, Zhuoqun Zheng
Format: Artigo
Sprache:Inglês
Veröffentlicht: Nature Portfolio 2025-12-01
Schriftenreihe:npj Computational Materials
Online-Zugang:https://doi.org/10.1038/s41524-025-01849-2
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