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Open access Sep 2026

Prediction and Optimization of Flaw Detection Qualification Rate for 12Cr2Mo1V Large Cylindrical Forgings Using Random Forest and Particle Swarm Optimization

Large cylindrical forgings are extensively applied in petrochemical, nuclear, and other key industrial fields. Owing to their large dimensions and strict performance requirements, the manufacturing process is complicated with high production cost. Consequently, the accurate prediction of flaw detection (FD) performance...

Xin Li, Wen-Qi Cao, Feng Mao et al. · 0 citations
Sep 2026

Efficient Calculation of Plastic Equivalent Strain and Simulation of Microstructural Evolution in Heavy Plate Rolling Process with Machine Learning

The microstructural evolution behavior during the rolling process of heavy plates is calculated by combining a microstructural evolution and mechanical property calculation model of hot rolling process using the finite element model (FEM).

Han-Lin Yin, Ling-Yue Wang, Si-Wei Wu et al. · 0 citations

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