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Accelerating the discovery of new materials with deep learning

The use of deep learning and ideas from image recognition to accelerate data analysis and hence discovery of novel materials is described. A particular focus is given to the field of energy research.

Detalles Bibliográficos
Autor principal: Vollmar, Melanie
Formato: Online Artículo Texto
Lenguaje:English
Publicado: International Union of Crystallography 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8733881/
https://www.ncbi.nlm.nih.gov/pubmed/35059204
http://dx.doi.org/10.1107/S2052252521013415
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author Vollmar, Melanie
author_facet Vollmar, Melanie
author_sort Vollmar, Melanie
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description The use of deep learning and ideas from image recognition to accelerate data analysis and hence discovery of novel materials is described. A particular focus is given to the field of energy research.
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spelling pubmed-87338812022-01-19 Accelerating the discovery of new materials with deep learning Vollmar, Melanie IUCrJ Scientific Commentaries The use of deep learning and ideas from image recognition to accelerate data analysis and hence discovery of novel materials is described. A particular focus is given to the field of energy research. International Union of Crystallography 2021-12-23 /pmc/articles/PMC8733881/ /pubmed/35059204 http://dx.doi.org/10.1107/S2052252521013415 Text en © Melanie Vollmar 2022 https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution (CC-BY) Licence, which permits unrestricted use, distribution, and reproduction in any medium, provided the original authors and source are cited.
spellingShingle Scientific Commentaries
Vollmar, Melanie
Accelerating the discovery of new materials with deep learning
title Accelerating the discovery of new materials with deep learning
title_full Accelerating the discovery of new materials with deep learning
title_fullStr Accelerating the discovery of new materials with deep learning
title_full_unstemmed Accelerating the discovery of new materials with deep learning
title_short Accelerating the discovery of new materials with deep learning
title_sort accelerating the discovery of new materials with deep learning
topic Scientific Commentaries
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8733881/
https://www.ncbi.nlm.nih.gov/pubmed/35059204
http://dx.doi.org/10.1107/S2052252521013415
work_keys_str_mv AT vollmarmelanie acceleratingthediscoveryofnewmaterialswithdeeplearning