Rolling Force Prediction System of Cold Rolling Process Based on BP Neural Network

被引：3

作者：

Teng, Wei ^{[1
]}

Wang, Guangming ^{[2
]}

机构：

[1] Liaoning Univ Sci & Technol, Sch Elect & Informat Engn, Anshan, Peoples R China

[2] Ansteel Engn Technol Corp Ltd, Anshan, Peoples R China

来源：

MATERIAL DESIGN, PROCESSING AND APPLICATIONS, PARTS 1-4 | 2013年 / 690-693卷

关键词：

Cold rolling process; Neural network; BP algorithm; Prediction; MILLS;

D O I：

10.4028/www.scientific.net/AMR.690-693.2361

中图分类号：

T [工业技术];

学科分类号：

08 ;

摘要：

This paper took the example of rolling force prediction in the cold rolling process to describe the establishment and application of BP neural network prediction system. This system is a prediction model for generic process. Users can select different parameters to train the network structure according to their needs, and can calculate relative rolling force parameters based on the known structure. This system can provide very valuable process information for workers and researchers

引用

页码：2361 / +

页数：2

共 50 条

[41] Rolling force prediction and analysis of three-roll planetary rolling process based on FEM
Li, Zhang-Gang
Li, Bing
Zhang, Shi-Hong
Zhang, Guang-Liang
Zhang, Jin-Li
Cailiao Kexue yu Gongyi/Material Science and Technology, 2006, 14 (06): : 561 - 564
[42] Based on Support Vector Machine of Cold Rolling Force Prediction Research
Guo, Huijuan
Hao Peifeng
Zeng Weicheng
2018 INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE AND SOFTWARE ENGINEERING (CSSE 2018), 2018, : 197 - 204
[43] Rolling theory-guided prediction of PQF mill rolling force based on DE-GWO-BP
Chen, Jia-qi
Sun, You-zhao
Wang, Xiao-chen
Zhou, Jin-bo
Yang, Quan
Li, Jing-dong
IRONMAKING & STEELMAKING, 2024,
[44] Prediction of Rolling Force for Hot Strip Rolling Based on RFR
Ren Yan
Su Nan
Yang Jing
Gao Xiaowen
Wang Huimin
Yue Meixia
Lv Donghao
PROCEEDINGS OF THE 33RD CHINESE CONTROL AND DECISION CONFERENCE (CCDC 2021), 2021, : 624 - 629
[45] Fault Diagnosis Method of Rolling Bearing Based on BP Neural Network
Huang Zhonghua
Xie Ya
2009 INTERNATIONAL CONFERENCE ON MEASURING TECHNOLOGY AND MECHATRONICS AUTOMATION, VOL I, 2009, : 647 - 649
[46] Ship Rolling Prediction Based on Gray RBF Neural Network
Liu Lisang
Peng Xiafu
Zhou Jiehua
MEASURING TECHNOLOGY AND MECHATRONICS AUTOMATION, PTS 1 AND 2, 2011, 48-49 : 1044 - 1048
[47] Prediction of ship rolling motion based on NARX neural network
Li, Chong
Zhang, Wenjun
Zhou, Tianxin
Ma, Shuangfu
Wang, Cong
PROCEEDINGS OF THE 33RD CHINESE CONTROL AND DECISION CONFERENCE (CCDC 2021), 2021, : 4664 - 4668
[48] Ship Rolling Motion Prediction Based on Wavelet Neural Network
Wang Yuchao
Liu Fanming
Fu Huixuan
DIGITAL MANUFACTURING & AUTOMATION III, PTS 1 AND 2, 2012, 190-191 : 724 - 728
[49] Accurate prediction algorithm of rolling force in slab gradient temperature rolling process
Zhang, Yu
Yu, Wei
Cheng, Zhicheng
Cai, Qingwu
INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY, 2023, 129 (1-2): : 671 - 679
[50] Accurate prediction algorithm of rolling force in slab gradient temperature rolling process
Yu Zhang
Wei Yu
Zhicheng Cheng
Qingwu Cai
The International Journal of Advanced Manufacturing Technology, 2023, 129 (1-2) : 671 - 679

← 1 2 3 4 5 →