04:00
2026-09-04
arxiv.org
machine-learning
Mesh-Native Physics-Informed Graph Surrogates for TCAD-in-the-Loop Design Space Exploration
A new physics-informed graph attention network (GAT) surrogate from researchers can predict electrostatic potential and quasi-Fermi levels directly on tetrahedral TCAD meshes, reproducing drift-diffus…