Optimization of Tandem Cold Rolling Schedule Based on Competitive Coevolution Algorithm

被引:0
|
作者
Zhao Xinqiu [1 ,2 ]
Meng Qinggang [2 ]
Che Haijun [1 ,2 ]
Yang Jingming [1 ,2 ]
机构
[1] Natl Engn Res Ctr Equipment & Technol Cold Strip, Qinhuangdao 066004, Hebei, Peoples R China
[2] Yanshan Univ, Key Lab Ind Comp Control Engn Hebei Prov, Qinhuangdao 066004, Hebei, Peoples R China
关键词
Comp-CEA LSSVM; tandem cold rolling; rolling schedule;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The schedule set is an important part in the cold rolling process, which directly affects product quality and production efficiency in the production of steel rolling. Due to the low precision of traditional rolling force model, a model of rolling force was founded by the least squares support vector machine (LSSVM) method though analyzing the influencing factors of rolling force. Considering the diversity of optimization goal on rolling schedule of cold tandem rolling, the rolling schedule was optimized by competitive coevolution algorithm (Comp-CEA). A rolling schedule of steel cold rolling mill in Tangshan was optimized by selecting the power distribution, excellent flatness and the slip rate as objective functions. The experiment results show that Comp-CEA has the advantages such as high accuracy, rapid convergence and so on, and three objective functions can be improved in varying degrees.
引用
收藏
页码:6500 / 6504
页数:5
相关论文
共 50 条
  • [1] Optimization of Rolling Schedule in Tandem Cold Mill Based on QPSO Algorithm
    Lin, Sen
    Nan, Yurong
    [J]. ADVANCES IN ROLLING EQUIPMENT AND TECHNOLOGIES, 2011, 145 : 165 - 170
  • [2] Application of Genetic Algorithm Based on Real Number Encoding to Optimization Design for Rolling Schedule of tandem cold rolling
    Zhao, Xinqiu
    [J]. MANUFACTURING SCIENCE AND TECHNOLOGY, PTS 1-8, 2012, 383-390 : 6014 - 6018
  • [3] Optimization of Tandem Cold Rolling Schedule Based on Collaborative Optimized PSO
    Li Ying
    Wang Jing-sheng
    Wang Hong-rui
    Wei Li-xin
    [J]. INFORMATION COMPUTING AND APPLICATIONS, PT 1, 2012, 307 : 399 - 407
  • [4] Study on the Rolling Schedule Optimization of Five Tandem Cold Rolling Mills
    Wei, Lixin
    Lv, Bai
    Li, Ying
    Yang, Jingming
    [J]. 2014 11TH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION (WCICA), 2014, : 1830 - 1835
  • [5] Robust multi-objective optimization of rolling schedule for tandem cold rolling based on evolutionary direction differential evolution algorithm
    Yong Li
    Lei Fang
    [J]. Journal of Iron and Steel Research International, 2017, 24 : 795 - 802
  • [6] Application of case-based reasoning-Tabu search hybrid algorithm for rolling schedule optimization in tandem cold rolling
    Bu, He-nan
    Yan, Zhu-wen
    Zhang, Dian-Hua
    [J]. ENGINEERING COMPUTATIONS, 2018, 35 (01) : 187 - 201
  • [7] Robust multi-objective optimization of rolling schedule for tandem cold rolling based on evolutionary direction differential evolution algorithm
    Yong Li
    Lei Fang
    [J]. Journal of Iron and Steel Research(International), 2017, 24 (08) : 795 - 802
  • [8] Robust multi-objective optimization of rolling schedule for tandem cold rolling based on evolutionary direction differential evolution algorithm
    Li, Yong
    Fang, Lei
    [J]. JOURNAL OF IRON AND STEEL RESEARCH INTERNATIONAL, 2017, 24 (08) : 795 - 802
  • [9] Multi-Objective Optimization for Tandem Cold Rolling Schedule
    Jing-ming Yang
    Qing Zhang
    Hai-jun Che
    Xin-yan Han
    [J]. Journal of Iron and Steel Research International, 2010, 17 : 34 - 39
  • [10] Multi-Objective Optimization for Tandem Cold Rolling Schedule
    YANG Jing-ming
    [J]. Journal of Iron and Steel Research(International), 2010, 17 (11) : 34 - 39