Ribiao Liu

End-to-End Automated Wind-Induced Stress Simulation of Lattice Transmission Towers in Complex Terrain via Physics-Conserving PINN Wind-Field Reconstruction and Graph-Theory-Based DXF Parsing

A unified Vulnerability Index (VI) that combines strength, member stability, and plate buckling into a single scalar, updated through Sherman–Morrison rank-one perturbation at a millisecond cost, closes the diagnose–strengthen–verify loop without re-solving the full stiffness system.