Nature Communications (Oct 2020)

Autonomously revealing hidden local structures in supercooled liquids

  • Emanuele Boattini,
  • Susana Marín-Aguilar,
  • Saheli Mitra,
  • Giuseppe Foffi,
  • Frank Smallenburg,
  • Laura Filion

DOI
https://doi.org/10.1038/s41467-020-19286-8
Journal volume & issue
Vol. 11, no. 1
pp. 1 – 9

Abstract

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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.