24 citations · 25 across the 4 of their papers we have counts for
4 papers
Classification and Spatiotemporal Correlation of Dominant Fluctuations in Complex Dynamical Systems
Cristina Caruso, Martina Crippa, Annalisa Cardellini +4
The behavior of many complex systems, from nanostructured materials to animal colonies, is governed by local transitions that, while involving a restricted number of interacting un…
Unsupervised Tracking of Local and Collective Defects Dynamics in Metals Under Deformation
Matteo Cioni, Mattia Perrone, Massimo Delle Piane +1
Metals owe their unique mechanical properties to how defects emerge and propagate within their crystal structure under stress. However, the mechanisms leading from the early emergi…
Machine learning of microscopic structure-dynamics relationships in complex molecular systems
Martina Crippa, Annalisa Cardellini, Matteo Cioni +2
In many complex molecular systems, the macroscopic ensemble's properties are controlled by microscopic dynamic events (or fluctuations) that are often difficult to detect via patte…
Innate Dynamics and Identity Crisis of a Metal Surface Unveiled by Machine Learning of Atomic Environments
Matteo Cioni, Daniela Polino, Daniele Rapetti +3
Metals are traditionally considered hard matter. However, it is well known that their atomic lattices may become dynamic and undergo reconfigurations even well-below the melting te…