引用本文:李勇,刘建昌,王昱.基于改进权重自适应GA的冷连轧轧制规程多目标优化[J].控制理论与应用,2009,26(6):687~693.[点击复制]
LI Yong,LIU Jian-chang,WANG Yu.Improved adaptive weight approach GA based rolling schedules multi-objective optimization of tandem cold rolling[J].Control Theory and Technology,2009,26(6):687~693.[点击复制]
基于改进权重自适应GA的冷连轧轧制规程多目标优化
Improved adaptive weight approach GA based rolling schedules multi-objective optimization of tandem cold rolling
摘要点击 1325  全文点击 1809  投稿时间:2008-04-24  修订日期:2008-11-18
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DOI编号  
  2009,26(6):687-693
中文关键词  改进权重自适应方法  遗传算法  冷连轧  轧制规程  多目标优化
英文关键词  improved adaptive weight approach  genetic algorithm  tandem cold rolling  rolling schedules  multi-objective optimization
基金项目  高等学校博士学科点专项科研基金(20060145025);辽宁省自然科学基金(20052033)
作者单位E-mail
李勇* 东北大学流程工业综合自动化教育部重点实验室 liyong.neu@gmail.com 
刘建昌 东北大学流程工业综合自动化教育部重点实验室  
王昱 沈阳航空工业学院自动化学院  
中文摘要
       提出了一种改进的权重自适应方法,并以遗传算法为基础对冷连轧轧制规程进行多目标优化。首先,结合某冷轧厂实际的轧制规程优化过程,选取等功率裕量、轧制能耗及带钢打滑概率作为优化目标,建立了冷连轧轧制规程的多目标优化模型。然后将改进的权重自适应GA应用于不同规格的带钢轧制规程多目标优化中,结果表明,与实际应用的轧制规程相比,该方法有效的降低了3个目标函数的值;与权重自适应GA相比,改进的权重自适应GA的针对性更强,同时重要性高的目标收敛速度更快。
英文摘要
       A improved adaptive weight approach is proposed, and it is applied to rolling schedules multi-objective optimization of tandem cold rolling based on GA. According to actual rolling schedules optimization process, power distribution, rolling energy consumption and slip rate are selected as objective functions, then the multi-objective model of rolling schedules is established. Applying the improved adaptive weight approach GA to optimize rolling schedules of different specifications strips, optimization result shows the proposed optimization method decreases the value of three objective functions simultaneous compared to actual rolling schedules; it is more targeted and makes the object with higher priority has the faster convergence speed compared with the adaptive weight approach GA.