Research Article
Soft Computing Methodology to Optimize the Integrated Dynamic Models of Cellular Manufacturing Systems in a Robust Environment
Table 3
Comparison of algorithms.
| Algorithm | Test problems | P1 | P2 | P3 | P4 | P5 | P6 | P7 | P8 | P9 |
| EX | B | 24283 | 28641 | 84180 | 119046 | 218907 | 476036 | — | — | — | CPU | 18 | 64 | 201 | 836 | 1872 | 3315 | 3600 | 3600 | 3600 |
| GA | B | 24283 | 28641 | 84180 | 119046 | 221470 | 476124 | 694902 | 952906 | 120094 | W | 27925 | 32937 | 98482 | 139038 | 257709 | 572564 | 812835 | 1118365 | 138304 | A | 24283 | 28641 | 85637 | 120903 | 224095 | 497882 | 706813 | 972491 | 120265 | SD | 4205 | 4960 | 15740 | 22090 | 40414 | 101164 | 129847 | 180812 | 20929 | CPU | 22 | 17 | 22 | 32 | 42 | 65 | 79 | 96 | 102 |
| KA | B | 24283 | 28641 | 84180 | 119046 | 219968 | 480789 | 701712 | 962243 | 121270 | W | 24525 | 28927 | 85021 | 123807 | 228766 | 504828 | 736797 | 1010355 | 127333 | A | 24428 | 28812 | 84684 | 121902 | 225246 | 495212 | 722763 | 991110 | 124907 | SD | 194 | 230 | 677 | 3834 | 7085 | 19358 | 28254 | 38745 | 4882 | CPU | 18 | 15 | 20 | 28 | 38 | 58 | 72 | 88 | 92 |
| RDA | B | 24283 | 28641 | 84180 | 119046 | 219850 | 476362 | 687953 | 943376 | 118893 | W | 24524 | 28926 | 85021 | 122617 | 226445 | 490652 | 708591 | 971677 | 122459 | A | 24451 | 28840 | 84768 | 121545 | 224466 | 486365 | 702399 | 963186 | 121389 | SD | 160 | 190 | 560 | 2382 | 4399 | 9532 | 13767 | 18879 | 2378 | CPU | 24 | 18 | 26 | 33 | 43 | 66 | 78 | 95 | 106 |
| H-RDKGA | B | 24283 | 28641 | 84180 | 119046 | 218907 | 476101 | 681004 | 933847 | 117692 | W | 24283 | 29213 | 85863 | 121426 | 223285 | 485623 | 694624 | 952523 | 120045 | A | 24283 | 28927 | 85021 | 120236 | 221096 | 480862 | 687814 | 943185 | 118868 | SD | 0 | 286 | 841 | 1190 | 2189 | 4761 | 6810 | 9338 | 1176 | CPU | 22 | 16 | 20 | 26 | 40 | 62 | 72 | 90 | 94 |
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B = best, W = worst, A = average, SD = standard deviation, EX = exact solver, and CPU = run time (seconds).
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