Table 4.
Efficacy comparison for the studied processes utilized in the CEC-BC- exam set.
| Function | ISABO |
PIO [51] |
BOA [52] |
|||
|---|---|---|---|---|---|---|
| Avg | Std | Avg | Std | Avg | Std | |
| Fl | 536 | 543 | 7.29E+09 | 4.88E+09 | 5750000 | 13300000 |
| F3 | 300 | 0.116 | 31900 | 18000 | 2220 | 1790 |
| F4 | 205 | 0.428 | 841 | 297 | 433 | 49.7 |
| F5 | 411 | 3.63 | 585 | 25.7 | 550 | 16.3 |
| F6 | 500 | 4.80E-14 | 651 | 18.4 | 637 | 12.6 |
| F7 | 613 | 4.03 | 829 | 25.7 | 773 | 20 |
| F8 | 609 | 3.93 | 876 | 22.3 | 840 | 15.6 |
| F9 | 710 | 0 | 2221 | 763 | 1440 | 465 |
| F10 | 1450 | 157 | 2761 | 424 | 1940 | 259 |
| F11 | 1000 | 1.23 | 3060 | 2361 | 1190 | 44.9 |
| F12 | 81700 | 91100 | 1.13E+08 | 1.43E+08 | 4530000 | 4800000 |
| F13 | 2960 | 2560 | 1280000 | 4480000 | 17600 | 18300 |
| F14 | 1250 | 74.9 | 5110 | 4110 | 1590 | 132 |
| F15 | 1400 | 202 | 37300 | 61700 | 6260 | 5381 |
| F16 | 1530 | 2.74 | 2190 | 314 | 1820 | 141 |
| F17 | 1406 | 4.3 | 1890 | 105 | 1780 | 35 |
| F18 | 3770 | 1150 | 6410000 | 15400000 | 23100 | 14800 |
| F19 | 1980 | 158 | 4790000 | 14500000 | 49500 | 97000 |
| F20 | 1752.056 | 0.0792 | 2320 | 95.6 | 2171 | 79.7 |
| F21 | 1888.796 | 49.6 | 2370 | 48.4 | 2330 | 56 |
| F22 | 2300 | 4.92 | 3560 | 722 | 2310 | 16.1 |
| F23 | 2610 | 4.34 | 2680 | 29.4 | 2650 | 26.1 |
| F24 | 2530 | 95 | 2821 | 31.5 | 2770 | 50.2 |
| F25 | 2910 | 19.8 | 3351 | 272 | 2960 | 24.4 |
| F26 | 2890 | 62.6 | 4301 | 529 | 3420 | 513 |
| F27 | 3052 | 1.62 | 3201 | 64.9 | 3160 | 52.3 |
| F28 | 3170 | 73.7 | 3670 | 119 | 3280 | 9.42 |
| F29 | 3055 | 13.7 | 3550 | 199 | 3341 | 63.2 |
| F30 |
20700 |
14600 |
8520000 |
7070000 |
291000 |
611000 |
| Function | LS [53] | AOA [55] | GA [54] | |||
| Avg | Std | Avg | Std | Avg | Std | |
| Fl | 544 | 474 | 2442.384 | 401.028 | 5202.257 | 1223.819 |
| F3 | 300 | 0.348 | 27138.017 | 14577.674 | 2086.730 | 1592.640 |
| F4 | 404 | 2 | 822.198 | 293.568 | 372.168 | 46.204 |
| F5 | 513 | 4.82 | 583.297 | 20.698 | 456.636 | 15.026 |
| F6 | 601 | 0.326 | 524.108 | 16.481 | 631.330 | 12.089 |
| F7 | 723 | 4.56 | 725.709 | 22.186 | 653.478 | 16.285 |
| F8 | 812 | 4.82 | 817.505 | 18.424 | 687.988 | 13.762 |
| F9 | 901 | 3.41 | 1867.032 | 666.973 | 1337.409 | 421.489 |
| F10 | 1470 | 195 | 2447.103 | 366.063 | 1862.366 | 222.796 |
| F11 | 1110 | 4.05 | 3055.168 | 2199.557 | 1972.377 | 41.762 |
| F12 | 82900 | 153000 | 90424878.677 | 142144253.141 | 4053436.766 | 4391146.442 |
| F13 | 6550 | 3970 | 1249100.645 | 3736821.875 | 14335.660 | 17019.521 |
| F14 | 1420 | 10.3 | 4213.928 | 3964.497 | 1410.496 | 131.484 |
| F15 | 1520 | 28.5 | 33107.385 | 55559.459 | 5085.506 | 4615.343 |
| F16 | 1690 | 112 | 1908.897 | 292.424 | 1522.509 | 115.639 |
| F17 | 1720 | 13.7 | 1517.631 | 93.827 | 1514.409 | 33.730 |
| F18 | 8320 | 6230 | 5758453.806 | 15365341.150 | 21922.834 | 12428.230 |
| F19 | 3710 | 1910 | 4199292.922 | 13697954.703 | 44354.743 | 77617.004 |
| F20 | 2030 | 9.8 | 2191.387 | 81.022 | 2000.648 | 72.721 |
| F21 | 2200 | 1.83 | 2027.893 | 40.003 | 2200.465 | 50.148 |
| F22 | 2490 | 28.6 | 3325.358 | 585.456 | 2939.407 | 15.584 |
| F23 | 2610 | 59.8 | 2416.760 | 25.409 | 2757.928 | 21.717 |
| F24 | 2550 | 104 | 2280.734 | 27.105 | 2626.627 | 48.468 |
| F25 | 2930 | 21.8 | 2733.974 | 248.326 | 2756.869 | 21.550 |
| F26 | 2910 | 82.4 | 3903.794 | 477.582 | 3158.955 | 499.041 |
| F27 | 3080 | 22.2 | 3140.143 | 63.563 | 2819.169 | 48.403 |
| F28 | 3230 | 5.23 | 3247.460 | 116.283 | 2746.680 | 8.226 |
| F29 | 3180 | 25.3 | 3351.870 | 191.803 | 3087.923 | 59.780 |
| F30 | 21500 | 22200 | 8235128.177 | 6000622.593 | 261306.220 | 494782.831 |