Table 3.
Results of the proposed RZOA with different population sizes.
| Problem | Optimal | N = 30 | N = 50 | N = 80 | N = 120 | ||||
|---|---|---|---|---|---|---|---|---|---|
| Mean | PDA % | Mean | PDA % | Mean | PDA % | Mean | PDA % | ||
| oliver-30 | 420 | 422 | 0.48 | 421 | 0.24 | 422 | 0.48 | 425 | 1.19 |
| att-48 | 33,522 | 33,655 | 0.40 | 33,627 | 0.31 | 33,668 | 0.44 | 33,789 | 0.80 |
| rand-50 | 5553 | 5575 | 0.40 | 5566 | 0.23 | 5572 | 0.34 | 5618 | 1.17 |
| eil-51 | 426 | 428 | 0.47 | 427 | 0.23 | 427 | 0.23 | 432 | 1.41 |
| berlin-52 | 7542 | 7576 | 0.45 | 7566 | 0.32 | 7572 | 0.40 | 7613 | 0.94 |
| st-70 | 675 | 677 | 0.30 | 677 | 0.30 | 678 | 0.44 | 681 | 0.89 |
| pr-76 | 108,159 | 108,628 | 0.43 | 108,474 | 0.29 | 108,583 | 0.39 | 108,810 | 0.60 |
| eil-76 | 538 | 540 | 0.37 | 539 | 0.19 | 540 | 0.37 | 542 | 0.74 |
| rat-99 | 1211 | 1215 | 0.33 | 1214 | 0.25 | 1216 | 0.41 | 1217 | 0.50 |
| kro-A100 | 21,282 | 21,414 | 0.62 | 21,393 | 0.52 | 21,424 | 0.67 | 21,483 | 0.94 |
| kro-B100 | 22,141 | 22,273 | 0.60 | 22,269 | 0.58 | 22,285 | 0.65 | 22,338 | 0.89 |
| kro-C100 | 20,749 | 20,850 | 0.49 | 20,838 | 0.43 | 20,848 | 0.48 | 20,937 | 0.91 |
| kro-D100 | 21,294 | 21,436 | 0.67 | 21,405 | 0.52 | 21,407 | 0.53 | 21,606 | 1.47 |
| kro-E100 | 22,068 | 22,195 | 0.58 | 22,151 | 0.38 | 22,180 | 0.51 | 22,317 | 1.13 |
| rd-100 | 7910 | 7950 | 0.51 | 7948 | 0.48 | 7956 | 0.58 | 7998 | 1.11 |
| eil-101 | 629 | 633 | 0.64 | 632 | 0.48 | 633 | 0.64 | 638 | 1.43 |
| lin-105 | 14,379 | 14,474 | 0.66 | 14,453 | 0.51 | 14,454 | 0.52 | 14,471 | 0.64 |
| pr-107 | 44,303 | 44,594 | 0.66 | 44,452 | 0.34 | 44,584 | 0.63 | 44,851 | 1.24 |
| pr-124 | 59,030 | 59,741 | 1.20 | 59,297 | 0.45 | 59,954 | 1.57 | 59,931 | 1.53 |
| bier-127 | 118,282 | 119,933 | 1.40 | 119,893 | 1.36 | 120,113 | 1.55 | 120,059 | 1.50 |
| ch-130 | 6110 | 6276 | 2.72 | 6250 | 2.29 | 6280 | 2.78 | 6285 | 2.86 |
| pr-136 | 96,772 | 97,921 | 1.19 | 97,899 | 1.16 | 97,915 | 1.18 | 99,225 | 2.53 |
| pr-144 | 58,537 | 59,425 | 1.52 | 59,057 | 0.89 | 59,395 | 1.47 | 59,261 | 1.24 |
| ch-150 | 6528 | 6612 | 1.29 | 6595 | 1.03 | 6645 | 1.79 | 6669 | 2.16 |
| d-198 | 15,780 | 16,126 | 2.19 | 15,930 | 0.95 | 16,092 | 1.98 | 16,369 | 3.73 |
| kro-A200 | 29,368 | 30,025 | 2.24 | 29,819 | 1.54 | 29,933 | 1.92 | 30,114 | 2.54 |
| kro-B200 | 29,437 | 30,254 | 2.78 | 29,920 | 1.64 | 30,262 | 2.80 | 30,234 | 2.71 |
| tsp-225 | 3916 | 4003 | 2.22 | 4001 | 2.17 | 4007 | 2.32 | 4035 | 3.04 |
| pr-226 | 80,369 | 82,562 | 2.73 | 81,540 | 1.46 | 82,569 | 2.74 | 83,353 | 3.71 |
| pr-264 | 49,135 | 50,175 | 2.12 | 49,855 | 1.47 | 50,457 | 2.69 | 50,635 | 3.05 |
| a-280 | 2579 | 2633 | 2.09 | 2631 | 2.02 | 2631 | 2.02 | 2648 | 2.68 |
| pr-299 | 48,191 | 49,317 | 2.34 | 48,923 | 1.52 | 49,189 | 2.07 | 49,689 | 3.11 |
| lin-318 | 42,029 | 43,701 | 3.98 | 43,661 | 3.88 | 43,671 | 3.91 | 43,683 | 3.94 |
| rd-400 | 15,281 | 15,703 | 2.76 | 15,602 | 2.10 | 15,784 | 3.29 | 15,844 | 3.68 |
| fl-417 | 11,861 | 12,191 | 2.78 | 12,154 | 2.47 | 12,277 | 3.51 | 12,208 | 2.93 |
| pr-439 | 107,217 | 111,258 | 3.77 | 109,937 | 2.54 | 110,610 | 3.16 | 111,758 | 4.24 |
| pcb-442 | 50,778 | 52,439 | 3.27 | 51,998 | 2.40 | 52,066 | 2.54 | 52,739 | 3.86 |
| rat-575 | 6773 | 6969 | 2.89 | 6934 | 2.38 | 7030 | 3.79 | 7018 | 3.62 |
| rat-783 | 8806 | 9396 | 6.70 | 9143 | 3.83 | 9273 | 5.30 | 9246 | 5.00 |
| pr-1002 | 259,047 | 275,854 | 6.49 | 273,645 | 5.64 | 271,471 | 4.80 | 274,268 | 5.88 |
| fl-1400 | 20,127 | 21,253 | 5.59 | 21,221 | 5.44 | 21,249 | 5.57 | 21,261 | 5.63 |
| pr-2392 | 378,032 | 392,418 | 3.81 | 394,033 | 4.23 | 399,493 | 5.68 | 398,485 | 5.41 |