基于改进候鸟迁徙优化的多目标批量流混合流水车间调度
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汤洪涛, 王丹南, 邵益平, 赵文彬, 江伟光, 陈青丰
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A Modified Migrating Birds Optimization for Multi-Objective Lot Streaming Hybrid Flowshop Scheduling
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TANG Hongtao, WANG Dannan, SHAO Yiping, ZHAO Wenbin, JIANG Weiguang, CHEN Qingfeng
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表4 算法结果对比
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Tab.4 Comparison of algorithm results
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序号 | AMBO | | MBO | | GA | 最优解均值 | 标准偏差 | 最优解均值 | 标准偏差 | 最优解均值 | 标准偏差 | 1 | 0.0649 | 0.00384 | | 0.0653 | 0.00404 | | 0.0664 | 0.00684 | 2 | 0.0625 | 0.00335 | | 0.0626 | 0.00334 | | 0.0642 | 0.00759 | 3 | 0.0683 | 0.00354 | | 0.0726 | 0.00369 | | 0.0764 | 0.00795 | 4 | 0.0686 | 0.00284 | | 0.0784 | 0.00365 | | 0.0814 | 0.00718 | 5 | 0.0748 | 0.00321 | | 0.0765 | 0.00364 | | 0.0787 | 0.00768 | 6 | 0.0646 | 0.00322 | | 0.0795 | 0.00342 | | 0.0834 | 0.00747 | 7 | 0.0706 | 0.00317 | | 0.0796 | 0.00391 | | 0.0777 | 0.00734 | 8 | 0.0715 | 0.00336 | | 0.0771 | 0.00387 | | 0.0804 | 0.00847 | 9 | 0.0673 | 0.00341 | | 0.0715 | 0.00405 | | 0.0761 | 0.00757 | 10 | 0.0711 | 0.00371 | | 0.0826 | 0.00367 | | 0.0817 | 0.00754 | 11 | 0.0621 | 0.00315 | | 0.0645 | 0.00378 | | 0.0794 | 0.00781 | 12 | 0.0733 | 0.00344 | | 0.0799 | 0.00363 | | 0.0844 | 0.00759 | 13 | 0.0875 | 0.00334 | | 0.0884 | 0.00413 | | 0.0919 | 0.00763 | 15 | 0.0865 | 0.00325 | | 0.0886 | 0.00357 | | 0.0884 | 0.00804 | 14 | 0.0686 | 0.00311 | | 0.0726 | 0.00398 | | 0.0757 | 0.00725 | 16 | 0.0639 | 0.00324 | | 0.0709 | 0.00338 | | 0.0704 | 0.00737 | 17 | 0.0716 | 0.00315 | | 0.0719 | 0.00401 | | 0.0717 | 0.00794 | 18 | 0.0639 | 0.00341 | | 0.0656 | 0.00387 | | 0.0732 | 0.00781 | 19 | 0.0723 | 0.00331 | | 0.0695 | 0.00348 | | 0.0774 | 0.00765 | 20 | 0.0633 | 0.00345 | | 0.0644 | 0.00367 | | 0.0706 | 0.00742 | 21 | 0.0643 | 0.00344 | | 0.0684 | 0.00379 | | 0.0704 | 0.00806 | 22 | 0.0659 | 0.00339 | | 0.0724 | 0.00344 | | 0.0722 | 0.00774 | 23 | 0.0665 | 0.00338 | | 0.0726 | 0.00404 | | 0.0719 | 0.00735 | 24 | 0.0649 | 0.00326 | | 0.0686 | 0.00367 | | 0.0704 | 0.00784 | 25 | 0.0685 | 0.00328 | | 0.0699 | 0.00421 | | 0.0717 | 0.00785 | 26 | 0.0696 | 0.00285 | | 0.0699 | 0.00368 | | 0.0707 | 0.00752 | 27 | 0.0724 | 0.00324 | | 0.0726 | 0.00354 | | 0.0731 | 0.00728 | 28 | 0.0624 | 0.00337 | | 0.0679 | 0.00364 | | 0.0695 | 0.00838 | 29 | 0.0688 | 0.00315 | | 0.0695 | 0.00392 | | 0.0714 | 0.00763 | 30 | 0.0691 | 0.00308 | | 0.0719 | 0.00390 | | 0.0737 | 0.00734 | 均值 | 0.0690 | 0.00330 | | 0.0731 | 0.00375 | | 0.0758 | 0.00764 |
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