混合共生生物搜索算法求解置换流水车间调度问题
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秦旋,房子涵,张赵鑫
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Hybrid symbiotic organisms search algorithm for permutation flow shop scheduling problem
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Xuan QIN,Zi-han FANG,Zhao-xin ZHANG
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表 6 Rec测试集的计算结果误差比较 |
Tab.6 Error comparison for results of Rec benchmark |
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实验组 | BRE | | ARE | | WRE | PSOVNS | MPSO | DBA | HGA | HSOS | PSOVNS | MPSO | DBA | HGA | HSOS | PSOVNS | MPSO | DBA | HGA | HSOS | Rec01 | 0.160 | 0 | 0 | 0 | 0 | | 0.168 | 0.144 | 0.080 | 0.14 | 0 | | 0.321 | 0.160 | 0.160 | − | 0 | Rec03 | 0 | 0 | 0 | 0 | 0 | | 0.158 | 0.189 | 0.081 | 0.09 | 0 | | 0.180 | 0.721 | 0.180 | − | 0 | Rec05 | 0.242 | 0.242 | 0.242 | 0 | 0 | | 0.249 | 0.249 | 0.242 | 0.29 | 0 | | 0.420 | 0.402 | 0.242 | − | 0 | Rec07 | 0.702 | 0 | 0 | 0 | 0 | | 1.095 | 0.986 | 0.575 | 0.69 | 0 | | 1.405 | 1.149 | 1.149 | − | 0 | Rec09 | 0 | 0 | 0 | 0 | 0 | | 0.651 | 0.621 | 0.638 | 0.64 | 0 | | 1.366 | 1.691 | 2.407 | − | 0 | Rec11 | 0.071 | 0 | 0 | 0 | 0 | | 1.153 | 0.129 | 1.167 | 1.1 | 0 | | 2.656 | 0.978 | 2.655 | − | 0 | Rec13 | 1.036 | 0.259 | 0.415 | 0.36 | 0 | | 1.790 | 0.839 | 1.461 | 1.68 | 0.273 | | 2.643 | 1.502 | 3.782 | − | 0.777 | Rec15 | 0.769 | 0.051 | 0.154 | 0.56 | 0 | | 1.487 | 0.628 | 1.226 | 1.12 | 0.523 | | 2.256 | 1.076 | 2.103 | − | 1.020 | Rec17 | 0.999 | 0 | 0.368 | 0.95 | 0 | | 2.453 | 1.330 | 1.277 | 2.32 | 1.388 | | 3.365 | 2.155 | 2.154 | − | 2.154 | Rec19 | 1.529 | 0.430 | 0.573 | 0.62 | 0.620 | | 2.099 | 1.313 | 0.929 | 1.32 | 1.274 | | 2.532 | 2.102 | 2.023 | − | 2.099 | Rec21 | 1.487 | 1.437 | 1.438 | 1.44 | 1.437 | | 1.671 | 1.596 | 1.671 | 1.57 | 1.537 | | 2.033 | 1.636 | 2.231 | − | 2.033 | Rec23 | 1.343 | 0.596 | 0.796 | 0.4 | 0.348 | | 2.106 | 1.310 | 1.173 | 0.87 | 1.280 | | 2.884 | 2.038 | 2.381 | − | 3.050 | Rec25 | 2.388 | 0.835 | 1.632 | 1.27 | 0.835 | | 3.166 | 2.085 | 2.921 | 2.54 | 2.067 | | 3.168 | 3.233 | 3.940 | − | 2.850 | Rec27 | 1.728 | 1.348 | 1.011 | 1.1 | 0.969 | | 2.463 | 1.605 | 1.419 | 1.83 | 1.432 | | 3.203 | 2.402 | 2.298 | − | 2.570 | Rec29 | 1.968 | 1.442 | 1.049 | 1.4 | 0.831 | | 3.109 | 1.888 | 2.580 | 2.7 | 2.488 | | 4.067 | 2.492 | 3.935 | − | 2.970 | Rec31 | 2.594 | 1.510 | 2.299 | 0.43 | 0.427 | | 3.232 | 2.254 | 3.392 | 1.34 | 0.644 | | 4.237 | 2.692 | 4.532 | − | 0.920 | Rec33 | 0.835 | 0 | 0.610 | 0 | 0 | | 1.007 | 0.645 | 0.728 | 0.78 | 0.565 | | 1.477 | 0.834 | 1.734 | − | 0.835 | Rec35 | 0 | 0 | 0 | 0 | 0 | | 0.038 | 0 | 0.037 | 0 | 0 | | 0.092 | 0 | 0.092 | − | 0 | Rec37 | 4.383 | 2.101 | 3.373 | 3.75 | 2.565 | | 4.949 | 3.537 | 4.872 | 4.9 | 3.001 | | 5.736 | 4.039 | 5.979 | − | 3.555 | Rec39 | 2.850 | 1.553 | 2.280 | 2.2 | 1.828 | | 3.371 | 2.426 | 3.851 | 2.79 | 2.222 | | 3.951 | 2.830 | 5.347 | − | 3.380 | Rec41 | 4.173 | 2.641 | 3.810 | 3.64 | 2.388 | | 4.867 | 3.684 | 5.095 | 4.92 | 3.350 | | 5.585 | 4.052 | 6.532 | − | 3.770 |
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