Application of Artificial Neural Network to Predicting Hardenability of Gear Steel

GAO Xiu-hua; QI Ke-min; DENG Tian-yong

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Application of Artificial Neural Network to Predicting Hardenability of Gear Steel

机译：人工神经网络在齿轮钢淬透性预测中的应用

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摘要

The prediction of the hardenability and chemical composition of gear steel was studied using artificial neural networks. A software was used to quantitatively forecast the hardenability by its chemical composition or the chemical composition by its hardenability. The prediction result is more precise than that obtained from the traditional method based on the simple mathematical regression model.

机译：利用人工神经网络研究了齿轮钢淬透性和化学成分的预测。使用软件通过其化学组成或通过其可硬化性定量预测可淬性。预测结果比基于简单数学回归模型的传统方法获得的预测结果更为精确。

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来源
《Journal of Iron and Steel Research International》 |2006年第6期|p.71-73|共3页
作者
GAO Xiu-hua; QI Ke-min; DENG Tian-yong;
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作者单位

State Key Laboratory of Rolling and Automation, Northeastern University, Shenyang 110004, Liaoning, China;

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原文格式 PDF
正文语种 eng
中图分类冶金工业;
关键词
artificial neural network (ANN); gear steel; hardenability; 20CrMnTiH;

机译：人工神经网络;齿轮钢;淬透性;20CrMnTiH;

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1. Application of Artificial Neural Network to Predicting Hardenability of Gear Steel [J] . GAO Xiu-hua, QI Ke-min, DENG Tian-yong Journal of iron and steel research . 2006,第6期

机译：人工神经网络在齿轮钢淬透性预测中的应用
2. A Predictive Modeling Based on Regression and Artificial Neural Network Analysis of Laser Transformation Hardening for Cylindrical Steel Workpieces [J] . Ahmed Ghazi Jerniti, Abderazzak El Ouafi, Noureddine Barka Journal of surface engineered materials and advanced technology . 2016,第4期

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3. Artificial neural network to predict the effect of thermomechanical treatments on bake hardenability of low carbon steels [J] . Kamran Dehghani, Atiyeh Nekahi Materials & design . 2010,第4期

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4. Prediction of Hardenability of Gear Steel Using Stepwise Polynomial Regression and Artificial Neural Network [C] . GAO Xiuhua, DENG Tianyong, WANG Haoran, Materials and product technologies . 2010

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6. Prediction of Tool Wear Using Artificial Neural Networks during Turning of Hardened Steel [O] . Paweł Twardowski, Martyna Wiciak-Pikuła 2019

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7. A Predictive Modeling Based on Regression and Artificial Neural Network Analysis of Laser Transformation Hardening for Cylindrical Steel Workpieces [O] . Ahmed Ghazi Jerniti, Abderazzak El Ouafi, Noureddine Barka 2016

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Application of Artificial Neural Network to Predicting Hardenability of Gear Steel

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