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
来源
2014 33RD CHINESE CONTROL CONFERENCE (CCC) | 2014年
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
  • [21] Optimization of reduction schedule in a tandem cold rolling mill considering the material properties of the strip
    Masoud Asadi
    Mehrdad Poursina
    Shahram Pourfarid
    Farhad Haji Aboutalebi
    International Journal of Material Forming, 2023, 16
  • [22] Genetic algorithm-based optimization used in rolling schedule
    Yang Jing-ming
    Che Hai-jun
    Dou Fu-ping
    Zhou Tao
    JOURNAL OF IRON AND STEEL RESEARCH INTERNATIONAL, 2008, 15 (02) : 18 - 22
  • [23] Genetic Algorithm-Based Optimization Used in Rolling Schedule
    YANG Jing-ming
    JournalofIronandSteelResearch(International), 2008, (02) : 18 - 22
  • [24] Genetic Algorithm-Based Optimization Used in Rolling Schedule
    Jing-ming Yang
    Hai-jun Che
    Fu-ping Dou
    Tao Zhou
    Journal of Iron and Steel Research International, 2008, 15 : 18 - 22
  • [25] Multi-Objective Optimization of Rolling Schedule for Five-Stand Tandem Cold Mill
    Wang, Yunlong
    Wang, Jinkuan
    Yin, Chunhui
    Zhao, Qiang
    IEEE ACCESS, 2020, 8 : 80417 - 80426
  • [26] Multi-objective Optimization of Rolling Schedules for Tandem Cold Rolling Based on Adaptive Weight Differential Evolution Algorithm
    Li, Yong
    Wang, Yu
    Gai, Qun
    PROCEEDING OF THE IEEE INTERNATIONAL CONFERENCE ON INFORMATION AND AUTOMATION, 2012, : 428 - 432
  • [27] Optimization of Rolling Schedule for Single-Stand Reversible Cold Rolling Mill Based on Multiobjective Artificial Fish Swarm Algorithm
    Yang, Zhe
    Liu, Ding
    Zhang, Xinyu
    Huang, Weichao
    Zheng, Gang
    WIRELESS COMMUNICATIONS & MOBILE COMPUTING, 2022, 2022
  • [28] Rolling-schedule multi-objective optimization based on influence function for thin-gauge steel strip in tandem cold rolling
    Bu, H. N.
    Yan, Z. W.
    Zhang, D. H.
    Chen, S. Z.
    SCIENTIA IRANICA, 2016, 23 (06) : 2663 - 2672
  • [29] Data-based flatness prediction and optimization in tandem cold rolling
    Jie Sun
    Peng-fei Shan
    Zhen Wei
    Yao-hui Hu
    Qing-long Wang
    Wen Peng
    Dian-hua Zhang
    Journal of Iron and Steel Research International, 2021, 28 : 563 - 573
  • [30] Computational intelligence-based process optimization for tandem cold rolling
    Wang, DD
    Tieu, AK
    D'Alessio, G
    MATERIALS AND MANUFACTURING PROCESSES, 2005, 20 (03) : 479 - 496