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Giovanni M. Pavan

10 papers hereh-index 6161 citations25 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • middle author1
  • last author9

Across the 10 of 10 papers where every author was matched, so the position is known.

fields
  • cond-mat.mtrl-sci3
  • physics.chem-ph3
  • physics.data-an3
  • cond-mat.soft1

identity via Semantic Scholar / OpenAlex

activity
20242026
most cited"Layer-by-layer" Unsupervised Clustering of Statistically Relevant Fluctuations in Noisy Time-series Data of Complex Dynamical Systems

15 citations · 33 across the 8 of their papers we have counts for

collaborators
Showing cond-mat.mtrl-sciShow all

3 papers · 1 filter

cond-mat.mtrl-sci2025

A rigorous data-driven approach to the nucleation of defects in metals exploiting the link between kinetic properties and (dis)order parameters

Mattia Perrone, David D. Girardier, Giovanni M. Pavan +1

Nucleation processes, through which a new structure progressively forms within a pre-existing homogeneous phase, are fundamental in materials science, but are also typically non-tr…

cond-mat.mtrl-sci2024★ 4 cited

A data driven approach to classify descriptors based on their efficiency in translating noisy trajectories into physically-relevant information

Simone Martino, Domiziano Doria, Chiara Lionello +2

Reconstructing the physical complexity of many-body dynamical systems can be challenging. Starting from the trajectories of their constitutive units (raw data), typical approaches…

cond-mat.mtrl-sci2024★ 1 cited

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…

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