Nature Communications (Jan 2020)

A deep-learning technique for phase identification in multiphase inorganic compounds using synthetic XRD powder patterns

  • Jin-Woong Lee,
  • Woon Bae Park,
  • Jin Hee Lee,
  • Satendra Pal Singh,
  • Kee-Sun Sohn

DOI
https://doi.org/10.1038/s41467-019-13749-3
Journal volume & issue
Vol. 11, no. 1
pp. 1 – 11

Abstract

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Identifying the composition of multiphase inorganic compounds from XRD patterns is challenging. Here the authors use a convolutional neural network to identify phases in unknown multiphase mixed inorganic powder samples with an accuracy of nearly 90%.