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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Nature Portfolio
2020
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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) |
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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 |