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

Table 14.

Comparison results of RZOA, RZOA with FO, RZOA without RL and DZOA.

Problem Algorithm Optimal Best Average SD PDB % PDA % Rank
berlin-52 RZOA 7542 7542 7566 10.7 0.00 0.32 1
RZOA with FO 7542 7570 20.3 0.00 0.37 2
RZOA without RL 7542 7580 25.33 0.00 0.50 3
DZOA 7542 7582 31.25 0.00 0.53 4
st-70 RZOA 675 675 677 1.43 0.00 0.30 1
RZOA with FO 675 680 3.25 0.00 0.74 2
RZOA without RL 677 683 8.37 0.30 1.19 3
DZOA 677 685 10.32 0.30 1.48 4
kro-A100 RZOA 21,282 21,297 21,393 45.2 0.07 0.52 1
RZOA with FO 21,302 21,420 52.67 0.09 0.65 2
RZOA without RL 21,325 21,435 59.78 0.20 0.72 3
DZOA 21,362 21,482 65.38 0.38 0.94 4
kro-B100 RZOA 22,141 22,158 22,269 79.3 0.08 0.58 1
RZOA with FO 22,165 22,301 82.68 0.11 0.72 2
RZOA without RL 22,170 22,315 90.92 0.13 0.79 3
DZOA 22,178 22,385 98.79 0.17 1.10 4
lin-105 RZOA 14,379 14,393 14,453 18.87 0.10 0.51 1
RZOA with FO 14,393 14,462 22.35 0.10 0.58 2
RZOA without RL 14,410 14,475 27.98 0.22 0.67 3
DZOA 14,419 14,492 36.58 0.28 0.79 4
pr-124 RZOA 59,030 59,110 59,297 57.32 0.14 0.45 1
RZOA with FO 59,150 59,323 65.35 0.20 0.50 2
RZOA without RL 59,242 59,401 71.45 0.36 0.63 3
DZOA 59,258 59,500 78.75 0.39 0.80 4
ch-150 RZOA 6528 6547 6595 26.31 0.29 1.03 1
RZOA with FO 6558 6610 32.32 0.46 1.26 2
RZOA without RL 6587 6650 41.58 0.90 1.87 3
DZOA 6601 6678 45.47 1.12 2.30 4
Pr-226 RZOA 80,369 80,638 81,540 346.96 0.33 1.46 1
RZOA with FO 81,720 81,950 354.54 1.68 1.97 2
RZOA without RL 81,902 82,158 379.49 1.91 2.23 3
DZOA 82,102 82,365 390.27 2.16 2.48 4
Pr-299 RZOA 48,191 48,358 48,923 195.12 0.35 1.52 1
RZOA with FO 48,420 49,325 201.25 0.48 2.35 2
RZOA without RL 48,490 49,698 210.47 0.62 3.13 3
DZOA 49,267 50,324 225.64 2.23 4.43 4
Pr-1002 RZOA 259,047 262,358 273,645 16985.31 1.28 5.64 1
RZOA with FO 263,158 275,368 17564.27 1.59 6.30 2
RZOA without RL 263,658 276,548 17897.49 1.78 6.76 3
DZOA 264,012 278,254 18658.58 1.92 7.41 4