Classification of crystal structure using a convolutional neural network

A deep machine-learning technique based on a convolutional neural network (CNN) is introduced. It has been used for the classification of powder X-ray diffraction (XRD) patterns in terms of crystal system, extinction group and space group. About 150 000 powder XRD patterns were collected and used as...

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Detalles Bibliográficos
Autores principales: Park, Woon Bae, Chung, Jiyong, Jung, Jaeyoung, Sohn, Keemin, Singh, Satendra Pal, Pyo, Myoungho, Shin, Namsoo, Sohn, Kee-Sun
Formato: Online Artículo Texto
Lenguaje:English
Publicado: International Union of Crystallography 2017
Materias:
Research Papers
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5571811/
https://www.ncbi.nlm.nih.gov/pubmed/28875035
http://dx.doi.org/10.1107/S205225251700714X

Internet

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5571811/
https://www.ncbi.nlm.nih.gov/pubmed/28875035
http://dx.doi.org/10.1107/S205225251700714X

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