Autonomously revealing hidden local structures in supercooled liquids

The origin of dynamical slowdown in disordered materials remains elusive, especially in the absence of obvious structural changes. Boattini et al. use unsupervised machine learning to reveal correlations between structural and dynamical heterogeneity in supercooled liquids.

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Auteurs principaux:	Emanuele Boattini, Susana Marín-Aguilar, Saheli Mitra, Giuseppe Foffi, Frank Smallenburg, Laura Filion
Format:	article
Langue:	EN
Publié:	Nature Portfolio 2020
Sujets:	Science Q
Accès en ligne:	https://doaj.org/article/fe002f9f60f94c47b33d4f89d83e76fb
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id	oai:doaj.org-article:fe002f9f60f94c47b33d4f89d83e76fb
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spelling	oai:doaj.org-article:fe002f9f60f94c47b33d4f89d83e76fb2021-12-02T14:41:26ZAutonomously revealing hidden local structures in supercooled liquids10.1038/s41467-020-19286-82041-1723https://doaj.org/article/fe002f9f60f94c47b33d4f89d83e76fb2020-10-01T00:00:00Zhttps://doi.org/10.1038/s41467-020-19286-8https://doaj.org/toc/2041-1723The origin of dynamical slowdown in disordered materials remains elusive, especially in the absence of obvious structural changes. Boattini et al. use unsupervised machine learning to reveal correlations between structural and dynamical heterogeneity in supercooled liquids.Emanuele BoattiniSusana Marín-AguilarSaheli MitraGiuseppe FoffiFrank SmallenburgLaura FilionNature PortfolioarticleScienceQENNature Communications, Vol 11, Iss 1, Pp 1-9 (2020)
institution	DOAJ
collection	DOAJ
language	EN
topic	Science Q
spellingShingle	Science Q Emanuele Boattini Susana Marín-Aguilar Saheli Mitra Giuseppe Foffi Frank Smallenburg Laura Filion Autonomously revealing hidden local structures in supercooled liquids
description	The origin of dynamical slowdown in disordered materials remains elusive, especially in the absence of obvious structural changes. Boattini et al. use unsupervised machine learning to reveal correlations between structural and dynamical heterogeneity in supercooled liquids.
format	article
author	Emanuele Boattini Susana Marín-Aguilar Saheli Mitra Giuseppe Foffi Frank Smallenburg Laura Filion
author_facet	Emanuele Boattini Susana Marín-Aguilar Saheli Mitra Giuseppe Foffi Frank Smallenburg Laura Filion
author_sort	Emanuele Boattini
title	Autonomously revealing hidden local structures in supercooled liquids
title_short	Autonomously revealing hidden local structures in supercooled liquids
title_full	Autonomously revealing hidden local structures in supercooled liquids
title_fullStr	Autonomously revealing hidden local structures in supercooled liquids
title_full_unstemmed	Autonomously revealing hidden local structures in supercooled liquids
title_sort	autonomously revealing hidden local structures in supercooled liquids
publisher	Nature Portfolio
publishDate	2020
url	https://doaj.org/article/fe002f9f60f94c47b33d4f89d83e76fb
work_keys_str_mv	AT emanueleboattini autonomouslyrevealinghiddenlocalstructuresinsupercooledliquids AT susanamarinaguilar autonomouslyrevealinghiddenlocalstructuresinsupercooledliquids AT sahelimitra autonomouslyrevealinghiddenlocalstructuresinsupercooledliquids AT giuseppefoffi autonomouslyrevealinghiddenlocalstructuresinsupercooledliquids AT franksmallenburg autonomouslyrevealinghiddenlocalstructuresinsupercooledliquids AT laurafilion autonomouslyrevealinghiddenlocalstructuresinsupercooledliquids
_version_	1718389909608202240

Autonomously revealing hidden local structures in supercooled liquids

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