Research Article
A Bee Colony Optimization Approach for Mixed Blocking Constraints Flow Shop Scheduling Problems
Table 5
The results of the BC on Taillards benchmark problems.
(a) |
| Instance | | Min | AvgValue | Max | SD | AvgTime |
| ta001 | | 2265 | 2268.2 | 2273 | 3.92 | 0.094 | ta002 | | 2180 | 2185.6 | 2187 | 3.17 | 0.109 | ta003 | | 2095 | 2095 | 2095 | 0.00 | 0.093 | ta004 | | 2417 | 2420.7 | 2438 | 5.63 | 0.112 | ta005 | | 2097 | 2106.6 | 2108 | 4.26 | 0.150 | ta006 | | 2265 | 2265 | 2265 | 0.00 | 0.120 | ta007 | | 2198 | 2198 | 2198 | 0.00 | 0.125 | ta008 | | 2261 | 2269.4 | 2288 | 13.59 | 0.098 | ta009 | | 2253 | 2257.52 | 2270 | 9.65 | 0.108 | ta010 | | 2042 | 2065.04 | 2089 | 8.13 | 0.102 | ta011 | | 2596 | 2609.3 | 2619 | 10.95 | 0.18 | ta012 | | 2685 | 2737.72 | 2805 | 39.62 | 0.19 | ta013 | | 2456 | 2486.44 | 2576 | 28.64 | 0.21 | ta014 | | 2186 | 2237.88 | 2286 | 42.63 | 0.22 | ta015 | | 2416 | 2464.88 | 2509 | 24.39 | 0.17 | ta016 | | 2289 | 2324.52 | 2365 | 27.64 | 0.18 | ta017 | | 2391 | 2407.92 | 2431 | 19.62 | 0.20 | ta018 | | 2541 | 2565.6 | 2605 | 19.86 | 0.23 | ta019 | | 2571 | 2604.72 | 2658 | 26.99 | 0.22 | ta020 | | 2684 | 2704.84 | 2736 | 16.45 | 0.19 | ta021 | | 3217 | 3248.6 | 3269 | 19.01 | 0.39 | ta022 | | 3010 | 3051.24 | 3092 | 39.59 | 0.41 | ta023 | | 3278 | 3331.00 | 3390 | 38.27 | 0.43 | ta024 | | 3164 | 3200.76 | 3234 | 24.16 | 0.42 | ta025 | | 3288 | 3338.40 | 3488 | 76.42 | 0.38 | ta026 | | 3155 | 3196.16 | 3238 | 30.66 | 0.39 | ta027 | | 3208 | 3259.48 | 3296 | 34.63 | 0.40 | ta028 | | 3127 | 3185.04 | 3236 | 44.78 | 0.44 | ta029 | | 3171 | 3235.52 | 3309 | 41.29 | 0.38 | ta030 | | 3140 | 3194.6 | 3256 | 29.88 | 0.46 | ta031 | | 5197 | 5210.10 | 5231 | 10.80 | 0.70 | ta032 | | 5430 | 5446.70 | 5479 | 13.49 | 0.72 | ta033 | | 5037 | 5046.00 | 5060 | 7.67 | 0.81 | ta034 | | 5368 | 5393.16 | 5418 | 7.28 | 0.79 | ta035 | | 5481 | 5391.40 | 5405 | 12.58 | 0.86 | ta036 | | 5430 | 5448.20 | 5473 | 14.54 | 0.76 | ta037 | | 5123 | 5146.90 | 5169 | 14.00 | 0.78 | ta038 | | 5214 | 5243.1 | 5260 | 11.86 | 0.73 | ta039 | | 5210 | 5212.40 | 5218 | 2.54 | 0.70 | ta040 | | 5351 | 5366.00 | 5379 | 9.47 | 0.75 | ta041 | | 5796 | 5826.30 | 5878 | 23.09 | 1.43 | ta042 | | 5445 | 5488.40 | 5523 | 23.40 | 1.67 |
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(b) |
| Instance | | Min | AvgValue | Max | SD | AvgTime |
| ta043 | | 5500 | 5532.30 | 5584 | 24.16 | 1.51 | ta044 | | 5785 | 5811.60 | 5834 | 16.04 | 1.42 | ta045 | | 5790 | 5816.40 | 5859 | 22.89 | 1.39 | ta046 | | 5662 | 5694.00 | 5739 | 25.47 | 1.48 | ta047 | | 5802 | 5836.50 | 5868 | 18.55 | 1.43 | ta048 | | 5668 | 5699.30 | 5730 | 17.89 | 1.53 | ta049 | | 5610 | 5646.40 | 5683 | 21.48 | 1.48 | ta050 | | 5707 | 5780.60 | 5825 | 29.76 | 1.59 | ta051 | | 6820 | 6873.40 | 6935 | 31.94 | 3.12 | ta052 | | 6550 | 6592.50 | 6644 | 25.28 | 2.95 | ta053 | | 6389 | 6432.90 | 6465 | 27.82 | 3.18 | ta054 | | 6504 | 6558.52 | 6649 | 46.62 | 3.17 | ta055 | | 6447 | 6475.30 | 6505 | 16.04 | 3.10 | ta056 | | 6442 | 6488.20 | 6530 | 26.30 | 3.09 | ta057 | | 6507 | 6544.8 | 6572 | 17.70 | 3.14 | ta058 | | 6502 | 6572.16 | 6676 | 29.87 | 2.95 | ta059 | | 6512 | 6562.10 | 6631 | 30.74 | 2.98 | ta060 | | 6675 | 6728.40 | 6746 | 21.32 | 3.03 | ta061 | | 10601 | 10640.20 | 10678 | 22.54 | 5.71 | ta062 | | 10462 | 10477.9 | 10505 | 16.57 | 3.75 | ta063 | | 10216 | 10233.7 | 10259 | 23.56 | 4.46 | ta064 | | 9949 | 9996.00 | 10018 | 37.49 | 4.68 | ta065 | | 10339 | 10374.5 | 10432 | 33.69 | 5.06 | ta066 | | 10039 | 10079.6 | 10120 | 28.46 | 4.70 | ta067 | | 10396 | 10453.5 | 10491 | 31.26 | 4.75 | ta068 | | 10011 | 10038.50 | 10072 | 19.64 | 4.53 | ta069 | | 10651 | 10681.1 | 10702 | 14.96 | 4.50 | ta070 | | 10556 | 10572.6 | 10605 | 22.90 | 4.68 | ta071 | | 11283 | 11374.1 | 11446 | 41.14 | 9.45 | ta072 | | 10779 | 10846.2 | 10888 | 38.55 | 8.79 | ta073 | | 11147 | 11211.3 | 11248 | 27.46 | 8.87 | ta074 | | 11468 | 11492.80 | 11534 | 19.72 | 7.78 | ta075 | | 10937 | 10994.40 | 11036 | 25.33 | 7.98 | ta076 | | 10486 | 10540.00 | 10613 | 36.26 | 8.89 | ta077 | | 10927 | 10977.9 | 11019 | 42.86 | 7.81 | ta078 | | 10938 | 11015.1 | 11080 | 46.44 | 8.06 | ta079 | | 11239 | 11279.40 | 11347 | 35.45 | 8.76 | ta080 | | 11262 | 11329.90 | 11386 | 39.27 | 8.57 | ta081 | | 12180 | 12237.50 | 12344 | 46.28 | 15.18 | ta082 | | 12114 | 12177.30 | 12246 | 39.95 | 16.31 | ta083 | | 12145 | 12232.70 | 12299 | 47.09 | 14.98 | ta084 | | 12158 | 12211.00 | 12261 | 34.14 | 15.4 |
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(c) |
| Instance | | Min | AvgValue | Max | SD | AvgTime |
| ta085 | | 12085 | 12196.80 | 12264 | 48.26 | 15.56 | ta086 | | 12244 | 12300.00 | 12369 | 36.41 | 15.16 | ta087 | | 12339 | 12376.10 | 12409 | 19.12 | 15.43 | ta088 | | 12502 | 12565.50 | 12652 | 38.49 | 15.29 | ta089 | | 12295 | 12352.10 | 12433 | 33.47 | 15.98 | ta090 | | 12423 | 12482.00 | 12525 | 37.19 | 15.04 | ta091 | | 21953 | 22056.70 | 22136 | 54.33 | 46.65 | ta092 | | 21570 | 21607.40 | 21707 | 45.16 | 46.70 | ta093 | | 21918 | 22012.20 | 22147 | 73.07 | 43.73 | ta094 | | 21626 | 21705.5 | 21768 | 42.83 | 41.07 | ta095 | | 21683 | 21822.40 | 21929 | 75.52 | 45.54 | ta096 | | 21128 | 21239.50 | 21319 | 60.27 | 45.62 | ta097 | | 21851 | 21954 | 22052 | 58.02 | 43.28 | ta098 | | 21697 | 21867.40 | 21978 | 78.91 | 46.28 | ta099 | | 21512 | 21555.90 | 21595 | 27.84 | 44.18 | ta100 | | 21565 | 21658.40 | 21730 | 45.61 | 46.96 | ta101 | | 23150 | 23240.80 | 23299 | 40.36 | 102.98 | ta102 | | 23479 | 23574.30 | 23674 | 62.57 | 103.9 | ta103 | | 23541 | 23720.60 | 23795 | 76.31 | 87.84 | ta104 | | 23629 | 23705.00 | 23793 | 57.44 | 93.07 | ta105 | | 23276 | 23351.70 | 23433 | 52.30 | 92.68 | ta106 | | 23492 | 23630.10 | 23692 | 57.17 | 90.36 | ta107 | | 23715 | 23812.10 | 23875 | 49.46 | 90.14 | ta108 | | 23575 | 23686.60 | 23797 | 56.42 | 85.95 | ta109 | | 23522 | 23621.50 | 23707 | 52.84 | 91.00 | ta110 | | 23547 | 23614.70 | 23685 | 49.68 | 93.74 |
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