Nature Communications (Jul 2018)

Insightful classification of crystal structures using deep learning

  • Angelo Ziletti,
  • Devinder Kumar,
  • Matthias Scheffler,
  • Luca M. Ghiringhelli

DOI
https://doi.org/10.1038/s41467-018-05169-6
Journal volume & issue
Vol. 9, no. 1
pp. 1 – 10

Abstract

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Classifying crystal structures using their space group is important to understand material properties, but the process currently requires user input. Here, the authors use machine learning to automatically classify more than 100,000 simulated perfect and defective crystal structures.