Shi Wei

PHYSICS-INFORMED NEURAL NETWORK SURROGATE FOR THERMO-METALLURGICAL-MECHANICAL QUENCHING MODEL

A physics-guided conditional neural surrogate is developed for the transient thermal, microstructural, and stress response of a quenched plain-carbon-steel cylinder. The Robin bound- ary condition is governed by a heat-transfer-coefficient (HTC) field h(T,z) whose boiling peaks vary along the axial coordinate. A family...