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Roberto Perera

6 papers hereh-index 5153 citations7 works total

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

author position
  • first author5
  • last author1

Across the 6 of 6 papers where every author was matched, so the position is known.

fields
  • cond-mat.mtrl-sci3
  • cs.AI1
  • cs.CE1
  • eess.IV1

identity via Semantic Scholar / OpenAlex

activity
20212024
most citedGraph neural networks for simulating crack coalescence and propagation in brittle materials

62 citations · 111 across the 6 of their papers we have counts for

collaborators
Showing 2021Show all

3 papers · 1 filter

cs.AI2021★ 1 cited

Shedding some light on Light Up with Artificial Intelligence

Libo Sun, James Browning, Roberto Perera

The Light-Up puzzle, also known as the AKARI puzzle, has never been solved using modern artificial intelligence (AI) methods. Currently, the most widely used computational techniqu…

cond-mat.mtrl-sci2021★ 62 cited

Graph neural networks for simulating crack coalescence and propagation in brittle materials

Roberto Perera, Davide Guzzetti, Vinamra Agrawal

High-fidelity fracture mechanics simulations of multiple microcracks interaction via physics-based models quickly become computationally expensive as the number of microcracks incr…

eess.IV2021★ 46 cited

Optimized and autonomous machine learning framework for characterizing pores, particles, grains and grain boundaries in microstructural images

Roberto Perera, Davide Guzzetti, Vinamra Agrawal

Additively manufactured metals exhibit heterogeneous microstructure which dictates their material and failure properties. Experimental microstructural characterization techniques g…

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Not affiliated with arXiv. Researcher data from Semantic Scholar (ODC-BY) and OpenAlex.