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多目标置换流水车间调度的混沌杂草优化算法
引用本文:黄霞,叶春明,曹磊.多目标置换流水车间调度的混沌杂草优化算法[J].系统工程理论与实践,2017,37(1):253-262.
作者姓名:黄霞  叶春明  曹磊
作者单位:1. 上海理工大学 管理学院, 上海 200093;2. 江苏科技大学 张家港校区, 张家港 215600
基金项目:国家自然科学基金(71271138);江苏高等教育科学研究"十三五"规划课题(16YB064)
摘    要:针对最小化最大完工时间,总流程时间及总延迟时间的多目标置换流水车间调度问题,提出一种改进的混沌杂草优化算法,该算法采用基于熵值权重的灰熵关联度适应值分配策略,引入快速非支配排序法生成外部档案,并将进化种群的更新和最优位置的混沌搜索相结合,用于维护外部档案,提升算法的寻优性能.通过与NSGA-Ⅱ算法进行OR-Library典型测试算例的对比实验,验证该算法的有效性.

关 键 词:多目标优化  置换流水车间调度  混沌杂草算法  灰熵关联度  
收稿时间:2015-08-14

Chaos invasive weed optimization algorithm for multi-objective permutation flow shop scheduling problem
HUANG Xia,YE Chunming,CAO Lei.Chaos invasive weed optimization algorithm for multi-objective permutation flow shop scheduling problem[J].Systems Engineering —Theory & Practice,2017,37(1):253-262.
Authors:HUANG Xia  YE Chunming  CAO Lei
Institution:1. Business School, University of Shanghai for Science and Technology, Shanghai 200093, China;2. Zhangjiagang Campus, Jiangsu University of Science and Technology, Zhangjiagang 215600, China
Abstract:This paper presents an improved chaos invasive weed optimization algorithm for solving the multi-objective permutation flow shop scheduling problem, minimizing the maximum completion time (makespan), total flowtime (TFT) and total tardiness simultaneously. In this study, the grey entropy correlation grade based on entropies weights is adopted for adaptive value distribution strategy. Then, a fast non-dominated sorting approach is introduced to establish external archive. In addition, evolutionary population updates are combined with chaos search around the optimal location to maintain external archive, which improves the efficiency of the scheduling algorithm. Finally, typical OR-Library examples are selected to test the new method. Numerical results demonstrate the effectiveness of the designed algorithm compared with NSGA-Ⅱ.
Keywords:multi-objective optimization  permutation flow shop scheduling problem  chaos invasive weed optimization algorithm  grey entropy correlation grade
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