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. 2026 May 26;16:27069. doi: 10.1038/s41598-026-53013-5

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