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

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%.

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Autores principales:	Jin-Woong Lee, Woon Bae Park, Jin Hee Lee, Satendra Pal Singh, Kee-Sun Sohn
Formato:	article
Lenguaje:	EN
Publicado:	Nature Portfolio 2020
Materias:	Science Q
Acceso en línea:	https://doaj.org/article/b35e778496fb46cb99fe1ad0f5d9d40d
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spelling	oai:doaj.org-article:b35e778496fb46cb99fe1ad0f5d9d40d2021-12-02T15:39:11ZA deep-learning technique for phase identification in multiphase inorganic compounds using synthetic XRD powder patterns10.1038/s41467-019-13749-32041-1723https://doaj.org/article/b35e778496fb46cb99fe1ad0f5d9d40d2020-01-01T00:00:00Zhttps://doi.org/10.1038/s41467-019-13749-3https://doaj.org/toc/2041-1723Identifying 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%.Jin-Woong LeeWoon Bae ParkJin Hee LeeSatendra Pal SinghKee-Sun SohnNature PortfolioarticleScienceQENNature Communications, Vol 11, Iss 1, Pp 1-11 (2020)
institution	DOAJ
collection	DOAJ
language	EN
topic	Science Q
spellingShingle	Science Q Jin-Woong Lee Woon Bae Park Jin Hee Lee Satendra Pal Singh Kee-Sun Sohn A deep-learning technique for phase identification in multiphase inorganic compounds using synthetic XRD powder patterns
description	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%.
format	article
author	Jin-Woong Lee Woon Bae Park Jin Hee Lee Satendra Pal Singh Kee-Sun Sohn
author_facet	Jin-Woong Lee Woon Bae Park Jin Hee Lee Satendra Pal Singh Kee-Sun Sohn
author_sort	Jin-Woong Lee
title	A deep-learning technique for phase identification in multiphase inorganic compounds using synthetic XRD powder patterns
title_short	A deep-learning technique for phase identification in multiphase inorganic compounds using synthetic XRD powder patterns
title_full	A deep-learning technique for phase identification in multiphase inorganic compounds using synthetic XRD powder patterns
title_fullStr	A deep-learning technique for phase identification in multiphase inorganic compounds using synthetic XRD powder patterns
title_full_unstemmed	A deep-learning technique for phase identification in multiphase inorganic compounds using synthetic XRD powder patterns
title_sort	deep-learning technique for phase identification in multiphase inorganic compounds using synthetic xrd powder patterns
publisher	Nature Portfolio
publishDate	2020
url	https://doaj.org/article/b35e778496fb46cb99fe1ad0f5d9d40d
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A deep-learning technique for phase identification in multiphase inorganic compounds using synthetic XRD powder patterns

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