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Crystal structure prediction by combining graph network and optimization algorithm

Crystal structure prediction is a long-standing challenge in condensed matter and chemical science. Here we report a machine-learning approach for crystal structure prediction, in which a graph network (GN) is employed to establish a correlation model between the crystal structure and formation enth...

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Detalles Bibliográficos
Autores principales: Cheng, Guanjian, Gong, Xin-Gao, Yin, Wan-Jian
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8938491/
https://www.ncbi.nlm.nih.gov/pubmed/35314689
http://dx.doi.org/10.1038/s41467-022-29241-4