Effect of strip profile of hot-rolled silicon steel on transverse thickness difference of cold-rolled strip

被引:6
作者
Ma, Xiaobao [1 ,2 ,3 ,4 ,5 ,6 ,7 ,8 ]
Ma, Bao [1 ,2 ,4 ]
Li, Jiangjiang [1 ,2 ,4 ]
Chen, Peng [1 ,2 ,4 ]
Peng, Yongheng [1 ,2 ,4 ]
Ren, Zhongkai [1 ,2 ,4 ]
机构
[1] Taiyuan Univ Technol, Coll Mech & Vehicle Engn, Taiyuan, Shanxi, Peoples R China
[2] Taiyuan Univ Technol, Engn Res Ctr Adv Met Composite Forming Technol & E, Minist Educ, Taiyuan, Shanxi, Peoples R China
[3] China Natl Heavy Machinery Res Inst Co Ltd, Xian, Shaanxi, Peoples R China
[4] Taiyuan Univ Technol, China Australia Joint Res Ctr, Taiyuan, Shanxi, Peoples R China
[5] Taiyuan Univ Technol, Coll Mech & Vehicle Engn, Taiyuan 030024, Shanxi, Peoples R China
[6] Taiyuan Univ Technol, Engn Res Ctr Adv Met Composite Forming Technol & E, Minist Educ, Taiyuan 030024, Shanxi, Peoples R China
[7] China Natl Heavy Machinery Res Inst Co Ltd, Xian 710018, Shaanxi, Peoples R China
[8] Taiyuan Univ Technol, China Australia Joint Res Ctr, Taiyuan 030024, Shanxi, Peoples R China
基金
中国博士后科学基金;
关键词
Hot-rolled strip profile; silicon steel; transverse thickness difference; neural network; heredity effect; feature importance; coupling term of strip crown and thickness; edge drop; coupling term of strip wedge and thickness; INITIAL CROWN; TECHNOLOGY; MODEL;
D O I
10.1080/03019233.2023.2166264
中图分类号
TF [冶金工业];
学科分类号
0806 ;
摘要
The cross-sectional profile of hot-rolled silicon steel strips has a great impact on the transverse thickness difference of cold-rolled strips. The genetic algorithm - Levenberg Marquardt - backpropagation neural network model was developed for the analysis of heredity effect of the cross-sectional profile of hot-rolled strip. The feature importance was analysed based on random forest and extreme gradient boosting methods. Furthermore, the influence law was analysed by data visualization. The coupling term of the strip crown and thickness , the edge drop and the coupling term of the strip wedge and thickness are recommended as key indexes of the hot-rolled silicon steel strip. As the transverse thickness difference must be controlled below 7 mu m, the corresponding , , should be controlled no more than 60, between -10 similar to 10 mu m and no more than 7.5 , respectively. Meanwhile, the requirement for the cross-sectional profile indexes is synchronous.
引用
收藏
页码:921 / 935
页数:15
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