| 引用本文: | 李 勇,刘建昌,王 昱.改进权重自适应GA及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.An improved adaptive weight approach GA for optimizing multi-objective rolling schedules in a tandem cold rolling[J].Control Theory and Technology,2009,26(6):687~693.[点击复制] |
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| 改进权重自适应GA及冷连轧轧制规程多目标优化 |
| An improved adaptive weight approach GA for optimizing multi-objective rolling schedules in a tandem cold rolling |
| 摘要点击 1230 全文点击 815 投稿时间：2008-04-24 修订日期：2008-11-18 |
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| DOI编号 10.7641/j.issn.1000-8152.2009.6.021 |
| 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 multiobjective optimization |
| 基金项目 高等学校博士学科点专项科研基金资助项目(20060145025); 辽宁省自然科学基金资助项目(20052033). |
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| 中文摘要 |
| 针对聚合多目标优化方法的权重难以确定的问题, 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遗传算法(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 |
| To select correct weighting factors for the weight-sum multi-objective method, we propose an improved adaptive weight-selection approach. On the basis of the genetic algorithm(GA), this approach is applied to optimize the multi-objective rolling schedules in a tandem cold rolling. In the optimization process of rolling schedules, the power distribution, the rolling energy consumption and the slip rate are selected as objective functions from them the multiobjective model of rolling schedules is established. Applying the improved adaptive weight approach GA to optimize rolling schedules for strips with different specifications, we reduce the values of the above three objective functions simultaneously, in comparison with the conventional rolling schedules. It also provides better pertinence and faster convergence for objects of higher priority than those of the adaptive weight approach GA. |
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