Showing cs.LGShow all
2 papers · 1 filter
cs.LG2026
A Hybrid GNN-FEM Framework for Phase-Field Fracture Simulation. Physics-Preserving Hybridization for Generalizable Surrogate Modeling
Hyeonbin Moon, Yongjin Choi, Seunghwa Ryu
Scientific machine learning (SciML) has emerged as a promising approach for accelerating simulations of complex physical systems, yet achieving physically consistent and generaliza…
cs.LG2026
Physics-Informed Discovery of Yield Functions in Plasticity via Convex Neural Representations
Hyeonbin Moon, Donghyuk Cho, Jecheon Yu +2
Identifying anisotropic yield functions remains challenging since yielding is not directly observed in full-field mechanical measurements, directional calibration can require many…