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physics.comp-ph2026
A deep energy method formulation for phase-field modelling of ductile fracture
Nojus Plungė, Peter Brommer, Rachel S. Edwards +1
This work extends the Deep Energy Method to phase-field modelling of ductile fracture in elasto-plastic solids. Its key contribution is an incremental DEM-based formulation that co…
physics.comp-ph2026
Deep learning-based phase-field modelling of brittle fracture in anisotropic media
N. Plungė, P. Brommer, R. S. Edwards +1
This work presents a variational physics-informed deep learning framework for phase-field modelling of brittle crack propagation in anisotropic media. Previous Deep Ritz Method (DR…