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  • Summary & Details

Quantification of the Influence of Factors on Abnormal Grain Growth in Carburized Steel Parts for Drivetrain: Part III

駆動系浸炭部品のオーステナイト粒径異常成長因子の影響度定量化 第三報

Detailed Information

Author(J)1) 伊藤 靖朗, 2) 加藤 豪, 3) 前田 誠, 4) 和田 直樹, 5) 山下 翼, 6) 小島 秀平, 7) 井上 純哉
Author(E)1) Yasuo Itou, 2) Gou Katou, 3) Makoto Maeda, 4) Naoki Wada, 5) Tsubasa Yamashita, 6) Shuhei Kojima, 7) Junya Inoue
Affiliation(J)1) ジヤトコ, 2) ジヤトコ, 3) ジヤトコ, 4) MI-6, 5) MI-6, 6) MI-6, 7) 東京大学
Affiliation(E)1) JATCO, 2) JATCO, 3) JATCO, 4) MI-6, 5) MI-6, 6) MI-6, 7) The University of Tokyo
Abstract(J)熱間鍛造を施した駆動系浸炭部品では,強度低下を引き起こす異常粒成長が発生する.その予測は複雑な発生機構であるため困難である.本研究では,熱間鍛造を模擬した試験結果を機械学習により解析し,部品製造時に制御可能な因子から異常粒成長の発生を予測する手法を開発した.

Translation

Abstract(E)Abnormal grain growth that causes strength reduction occurs in hot-forged carburized drivetrain parts. Predicting this phenomenon is difficult due to its complex occurrence mechanism. In this study, we developed a method to predict the occurrence of abnormal grain growth from controllable factors during part manufacturing by analyzing test results that simulate hot forging using machine learning.

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