Thac Khac Tran

A physics-constrained neural network with guided local search for rapid code-compliant design of reinforced concrete box culverts

Reinforced concrete box culverts must satisfy hydraulic, structural and geotechnical requirements simultaneously, and the conventional design workflow of successive trial sizing and code checking is slow and tends to produce conservative sections. This study develops a physics-constrained neural network (PCNN) that m...