Machine learning plastic deformation of crystals

Predicting plastic deformation in crystals remains challenging owing to the nonlinear nature of stochastic avalanches involved, which resemble the critical phenomena. Salmenjoki et al. use machine learning to predict plastic deformation and show that it works better for those under large strains.

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Detalles Bibliográficos
Autores principales:	Henri Salmenjoki, Mikko J. Alava, Lasse Laurson
Formato:	article
Lenguaje:	EN
Publicado:	Nature Portfolio 2018
Materias:	Science Q
Acceso en línea:	https://doaj.org/article/f72865053338476bbf305c68bf624ddb
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spelling	oai:doaj.org-article:f72865053338476bbf305c68bf624ddb2021-12-02T15:34:45ZMachine learning plastic deformation of crystals10.1038/s41467-018-07737-22041-1723https://doaj.org/article/f72865053338476bbf305c68bf624ddb2018-12-01T00:00:00Zhttps://doi.org/10.1038/s41467-018-07737-2https://doaj.org/toc/2041-1723Predicting plastic deformation in crystals remains challenging owing to the nonlinear nature of stochastic avalanches involved, which resemble the critical phenomena. Salmenjoki et al. use machine learning to predict plastic deformation and show that it works better for those under large strains.Henri SalmenjokiMikko J. AlavaLasse LaursonNature PortfolioarticleScienceQENNature Communications, Vol 9, Iss 1, Pp 1-7 (2018)
institution	DOAJ
collection	DOAJ
language	EN
topic	Science Q
spellingShingle	Science Q Henri Salmenjoki Mikko J. Alava Lasse Laurson Machine learning plastic deformation of crystals
description	Predicting plastic deformation in crystals remains challenging owing to the nonlinear nature of stochastic avalanches involved, which resemble the critical phenomena. Salmenjoki et al. use machine learning to predict plastic deformation and show that it works better for those under large strains.
format	article
author	Henri Salmenjoki Mikko J. Alava Lasse Laurson
author_facet	Henri Salmenjoki Mikko J. Alava Lasse Laurson
author_sort	Henri Salmenjoki
title	Machine learning plastic deformation of crystals
title_short	Machine learning plastic deformation of crystals
title_full	Machine learning plastic deformation of crystals
title_fullStr	Machine learning plastic deformation of crystals
title_full_unstemmed	Machine learning plastic deformation of crystals
title_sort	machine learning plastic deformation of crystals
publisher	Nature Portfolio
publishDate	2018
url	https://doaj.org/article/f72865053338476bbf305c68bf624ddb
work_keys_str_mv	AT henrisalmenjoki machinelearningplasticdeformationofcrystals AT mikkojalava machinelearningplasticdeformationofcrystals AT lasselaurson machinelearningplasticdeformationofcrystals
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Machine learning plastic deformation of crystals

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