most citedPhase-Field Modeling of Fracture with Physics-Informed Deep Learning

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physics.comp-ph2025

Predicting Crack Nucleation and Propagation in Brittle Materials Using Deep Operator Networks with Diverse Trunk Architectures

Elham Kiyani, Manav Manav, Nikhil Kadivar +2

Phase-field modeling reformulates fracture problems as energy minimization problems and enables a comprehensive characterization of the fracture process, including crack nucleation…