Graph deep learning accelerated efficient crystal structure search and feature extraction

Abstract Structural search and feature extraction are a central subject in modern materials design, the efficiency of which is currently limited, but can be potentially boosted by machine learning (ML). Here, we develop an ML-based prediction-analysis framework, which includes a symmetry-based combi...

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Bibliographic Details
Main Authors: Chuan-Nan Li, Han-Pu Liang, Xie Zhang, Zijing Lin, Su-Huai Wei
Format: Article
Language:English
Published: Nature Portfolio 2023-09-01
Series:npj Computational Materials
Online Access:https://doi.org/10.1038/s41524-023-01122-4