|
|
Optimization of rolling schedule based on improve immune clone multi- objective algorithm |
ZHAO Xin- qiu1,2,MENG Qing- gang1,YANG Jing- ming1,2,CHE Hai- jun1,2 |
1. Key Laboratory of Industrial Computer Control Engineering of Hebei Province,Yanshan University,Qinhuangdao 066004,Hebei,China 2. National Engineering Research Center for Equipment and Technology of Cold Strip Rolling,Yanshan University,Qinhuangdao 066004,Hebei,China) |
|
|
Abstract Rolling schedule is set by the model of optimize first and then choice to solve the difficult problem of select weight,because there is coupling and restrict each other between objective functions. In order to improve the efficiency of mill,improve the plate shape and surface quality,selecting the power distribution,excellent flatness and the slip rate as objective functions,The rolling schedule of steel cold rolling mill in Tangshan is optimized by Improve Immune Clone Multi- objective Algorithm(IICMA). The experiment results show that IICMA can guarantee convergence and improve the distribution degree of the population at the same time;and the optimized different preferences rolling schedules can meet the requirements of different choices. Compared with the original procedures,the use of the mill is more reasonable,flatness is better and the slip rate reduces to an acceptable level.
|
Received: 14 October 2014
Published: 18 August 2015
|
|
|
|
|
[1] |
孙一康.冷热轧板带轧机的模型与控制[M].北京:冶金工业出版社, 2010.
|
[1] |
孙一康.冷热轧板带轧机的模型与控制[M].北京:冶金工业出版社, 2010.
|
[2] |
肖晓伟, 肖迪, 林锦国, 等.多目标优化问题的研究概述[J].计算机应用研究, 2011, 28(3):805-808
|
[2] |
肖晓伟, 肖迪, 林锦国, 等.多目标优化问题的研究概述[J].计算机应用研究, 2011, 28(3):805-808
|
[3] |
Coello C A C, Cortes N C.Solving multi-objective optimization problems using an artificial immune system[J].Genetic Programming and Evolvable Machines, 2005, 6(2):163-190
|
[3] |
Coello C A C, Cortes N C.Solving multi-objective optimization problems using an artificial immune system[J].Genetic Programming and Evolvable Machines, 2005, 6(2):163-190
|
[4] |
赵新秋, 王艳胜, 郑剑, 等.基于改进混洗蛙跳算法的冷连轧轧制规程优化[J].钢铁, 2012, 47(5):49-53
|
[4] |
赵新秋, 王艳胜, 郑剑, 等.基于改进混洗蛙跳算法的冷连轧轧制规程优化[J].钢铁, 2012, 47(5):49-53
|
[5] |
白振华, 连家创, 王骏飞.冷连轧机以预防打滑为目标的压下规程优化研究[J].钢铁, 2003, 38(10):35-39
|
[5] |
白振华, 连家创, 王骏飞.冷连轧机以预防打滑为目标的压下规程优化研究[J].钢铁, 2003, 38(10):35-39
|
[6] |
戚玉涛, 刘芳, 刘静乐, 等.基于免疫算法和 的混合多目标优化算法[J].软件学报, 2013, 24(10):2251-2266
|
[6] |
戚玉涛, 刘芳, 刘静乐, 等.基于免疫算法和 的混合多目标优化算法[J].软件学报, 2013, 24(10):2251-2266
|
[7] |
韩丽霞.求解多目标优化问题的新遗传算法[J].计算机科学, 2013, 40(06A):64-66
|
[7] |
韩丽霞.求解多目标优化问题的新遗传算法[J].计算机科学, 2013, 40(06A):64-66
|
[8] |
Li M Q, Zheng J H, Shen R M, Li K, Yuan Q Z.A Grid-Based Fitness Strategy for Evolutionary Many-Objective Optimization[J].In: Proceedings of Genetic and Evolutionary Computation Conference, 2010, 1(1):463-470
|
[8] |
Li M Q, Zheng J H, Shen R M, Li K, Yuan Q Z.A Grid-Based Fitness Strategy for Evolutionary Many-Objective Optimization[J].In: Proceedings of Genetic and Evolutionary Computation Conference, 2010, 1(1):463-470
|
[9] |
Li M Q, Zheng J H, Li K, Yuan Q Z, Shen R M.Enhancing Diversity for Average Ranking Method in Evolutionary Many-Objective Optimization[J].In: Proceedings of Parallel Problem Solving from Nature - PPSN XI, 11th International Conference, 2010, 1(1):647-656
|
[9] |
Li M Q, Zheng J H, Li K, Yuan Q Z, Shen R M.Enhancing Diversity for Average Ranking Method in Evolutionary Many-Objective Optimization[J].In: Proceedings of Parallel Problem Solving from Nature - PPSN XI, 11th International Conference, 2010, 1(1):647-656
|
[10] |
M.Laumanns,LThiele,K.Deb,Eckart Zitzler.Combining convergence and diversity in evolutionary multi-objective optimization[J].Evolutionary Computation, 2002, 10(3):263-282
|
[10] |
M.Laumanns,LThiele,K.Deb,Eckart Zitzler.Combining convergence and diversity in evolutionary multi-objective optimization[J].Evolutionary Computation, 2002, 10(3):263-282
|
[11] |
Helbig S, Pateva D.On several concepts for ?-efficiency[J].Operations-Research-Spektrum, 1994, 16(3):179-186
|
[11] |
Helbig S, Pateva D.On several concepts for ?-efficiency[J].Operations-Research-Spektrum, 1994, 16(3):179-186
|
[12] |
Van Veldhuizen David A and Gary B. Lamont.. Evolutionary Computation and Convergence to a Pareto Front[J].Late Breaking Papers at the Genetic Programming 1998 Conference, 1988, 1(1):221-228
|
[12] |
Van Veldhuizen David A and Gary B. Lamont.. Evolutionary Computation and Convergence to a Pareto Front[J].Late Breaking Papers at the Genetic Programming 1998 Conference, 1988, 1(1):221-228
|
[13] |
Schott Jason R.Fault Tolerant Design Using Single and Multicriteria Genetic Algorithm Optimization[J].AIR FORCE INST OF TECH WRIGHT-PATTERSON AFB OH, 1995, 1(1):76-136
|
[13] |
Schott Jason R.Fault Tolerant Design Using Single and Multicriteria Genetic Algorithm Optimization[J].AIR FORCE INST OF TECH WRIGHT-PATTERSON AFB OH, 1995, 1(1):76-136
|
[1] |
ZHANG Dian- hua,SUN Jie,CHEN Shu- zong,LI Xu. Intelligent optimization control of tandem cold rolling process for high precision thin strip[J]. , 2019, 31(2): 180-189. |
[2] |
BAI Zhen- hua,LI Bo- yang,ZHAO Wei- quan,DU Jiang- cheng,QIAN Cheng,YU Hui- zhong. Setting method of rolling schedule for reversible four- high mill of narrow strip[J]. , 2018, 30(6): 453-460. |
[3] |
YANG Guang-hui,ZHANG Gao-shang,ZHANG Jie,LI Hong-bo,LU Jian-yong. SMS-EDC edge control characteristics of 2 180 mm super-wide 6-high CVC cold rolling mill[J]. Iron and Steel, 2018, 53(5): 52-61. |
[4] |
REN Xin-yi,WANG Song-tao,GAO Hui-min,XIONG Ai-ming,TANG Wei,HUANG Hua-gui. Analysis on shape control performance of cold tandem mill with ESS roll profile[J]. Iron and Steel, 2018, 53(3): 50-56. |
[5] |
LIU Xue- liang,XU Chuan- guo,ZHANG Xiang- kun. Optimization technology of original surface roughness of cold tandem rolling mill[J]. , 2018, 30(11): 888-893. |
[6] |
LI Wei-gang,,LIU Chao,BIAN Hao,LIU Xiang-hua. Optimization calculation strategy of load distribution for hot strip mills[J]. Chinese Journal of Iron and Steel, 2017, 29(5): 391-396. |
|
|
|
|