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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Bibliographic Details
Published in:Nature communications Vol. 13; no. 1; pp. 1492 - 8
Main Authors: Cheng, Guanjian, Gong, Xin-Gao, Yin, Wan-Jian
Format: Journal Article
Language:English
Published: London Nature Publishing Group UK 21.03.2022
Nature Publishing Group
Nature Portfolio
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ISSN:2041-1723, 2041-1723
Online Access:Get full text
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