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Korean J. Met. Mater.
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Korean Journal of Metals and Materials
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Microstructural Homogenization and Mechanical Property Enhancement of High-Manganese Cast Steel through a Hot Forging Process
극저온용 고망간강 주조재의 열간 단조에 따른 미세조직 균질화 및 기계적 물성 향상
Seunghee Lee, Jiwon Park, Yong-Rai Kim, Singon Kang이승희, 박지원, 김용래, 강신곤
Korean J. Met. Mater.
2025;63(7):483-493. Published online 2025 Jul 1
DOI:
https://doi.org/10.3365/KJMM.2025.63.7.483
Abstract
This study investigated the effects of a hot forging process on homogenizing the microstructure and enhancing the mechanical properties of high manganese steel (Fe-24M3n-3Cr-0.7Si-0.5C-0.4Cu wt%) cast specimens. Cast specimens exhibited coarse-grained microstructures with average grain sizes about 900 μm, significant elemental segregation of Mn and Cr in interdendritic regions, and.....
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Predicting the Hardness of Al-Sc-X Alloys with Machine Learning Models, Explainable Artificial Intelligence Analysis and Inverse Design
설명 가능한 인공지능으로 해석한 Al-Sc-X 합금의 경도 예측 기계학습 모델과 역설계
Jiwon Park, Su-Hyeon Kim, Jisu Kim, Byung-joo Kim, Hyun-seok Cheon, Chang-Seok Oh박지원, 김수현, 김지수, 김병주, 천현석, 오창석
Korean J. Met. Mater.
2023;61(11):874-882. Published online 2023 Oct 29
DOI:
https://doi.org/10.3365/KJMM.2023.61.11.874
Abstract
In this study, the Vickers hardness of precipitation-strengthened Al-Sc-X (X = Zr, Si, and Fe) alloys were predicted using machine learning models, depending on the alloys’ compositions, solid-solution treatment and aging conditions. The data used for machine learning were collected from the literature. Among the models, tree-based ensemble models such.....
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