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Graph deep learning accelerated efficient crystal structure search and feature extraction

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 combinatorial crystal optimization program (SCCOP) and a feature additive …