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. 2025 Apr 12;15:12690. doi: 10.1038/s41598-025-96901-y

Table 5.

Results of runtime for WFG problems.

Problem M D MaOALO MaOPSO MaOSOS MaOMVO NSGA-III MaOMPA
WFG1 5 14 3.190 1.240 1.170 10.700 4.180 1.300
7 16 1.480 1.630 1.020 9.120 4.470 1.050
WFG2 5 14 1.290 1.610 1.110 8.260 3.420 1.020
7 16 1.540 2.040 1.050 9.910 4.190 1.050
WFG3 5 14 1.610 1.970 0.961 10.900 5.430 1.220
7 16 3.170 2.380 0.861 12.100 6.790 2.950
WFG4 5 14 1.180 1.960 1.170 10.100 5.550 0.957
7 16 1.560 2.150 1.180 6.820 7.300 0.787
WFG5 5 14 0.894 1.770 0.864 7.200 3.690 0.640
7 16 1.050 2.170 1.010 8.320 4.790 0.808
WFG6 5 14 0.899 1.540 0.850 6.410 3.070 0.647
7 16 1.040 2.020 0.871 7.750 4.240 0.736
WFG7 5 14 0.961 2.700 0.931 8.250 4.480 0.675
7 16 1.070 2.590 0.925 9.300 5.500 0.795
WFG8 5 14 1.150 1.710 0.944 6.830 3.190 0.778
7 16 1.220 1.970 0.908 8.350 4.470 0.903
WFG9 5 14 1.030 2.010 0.970 8.550 4.310 0.724
7 16 1.220 2.430 0.939 10.100 5.270 0.803

Significant values are in bold.