Hybrid GNN-FEM surrogate replaces only the phase-field update step in a staggered incremental scheme for phase-field fracture, using dimensionless mesh features and physics-informed loss to generalize across geometries, loads, materials, and discretizations.
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A Hybrid GNN-FEM Framework for Phase-Field Fracture Simulation. Physics-Preserving Hybridization for Generalizable Surrogate Modeling
Hybrid GNN-FEM surrogate replaces only the phase-field update step in a staggered incremental scheme for phase-field fracture, using dimensionless mesh features and physics-informed loss to generalize across geometries, loads, materials, and discretizations.