A transformer pretrained on rule-based fracture data and phase-field simulations predicts final fracture patterns across five materials and two loading conditions, and fine-tunes to new materials, time-to-failure, and unstructured-mesh solvers with minimal data.
: Understanding hydraulic fracturing: a multi-scale problem
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
citation-role summary
background 1
citation-polarity summary
fields
cs.LG 1years
2025 1verdicts
CONDITIONAL 1roles
background 1polarities
background 1representative citing papers
citing papers explorer
-
A Foundation Model for Material Fracture Prediction
A transformer pretrained on rule-based fracture data and phase-field simulations predicts final fracture patterns across five materials and two loading conditions, and fine-tunes to new materials, time-to-failure, and unstructured-mesh solvers with minimal data.