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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Shi Wei

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Open access Sep 2026

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...

I. Felde, Norbert Annuš, Shi Wei · 0 citations

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