Function | Method | Best function value | Number of learning episodes* | Best solution time (sec) | Success ratio | Average number of learning episodes* | Average error |
F1 | IGARSET | 0 | 2174 | 0.0568 | NA | 2375 | NA |
| ACO-NPU | 0 | 20,000 | 0.0590 | NA | NA | NA |
| HAP MORELA | 2.4893e−8 0 | 100 68,760 | NA 0.8688 | NA 100 | NA 71,000 | NA 0 |
F2 | IGARSET | −2 | 2400 | 0.0614 | NA | 3111 | NA |
| MORELA | −2 | 34,920 | 1.1790 | 97 | 36,200 | 0 |
F3 | IGARSET | 2.08e−27 | 1821 | 0.0666 | NA | 2156 | NA |
| HAP MORELA | 2.56e−39 9.71e−40 | 100 31,620 | NA 0.9584 | NA 98 | NA 31,740 | NA 9.33e−34 |
F4 | SZGA | 2.9e−8 | 4000 | NA | NA | NA | NA |
| IGARSET | 0 | 1004 | 0.0485 | NA | 1065 | NA |
| GAWLS | 0 | 2572 | NA | NA | NA | NA |
| PSACO | NA | NA | NA | 100 | 370 | 5.55e−17 |
| ACO-NPU MORELA | 0 0 | 1000 34,340 | 0.0556 0.5660 | NA 99 | NA 35,700 | NA 1.11e−18 |
F5 | ECTS | NA | NA | NA | NA | 338 | 3e−08 |
| PSACO | NA | NA | NA | 100 | 190 | 7.69e−29 |
| GA-PSO | NA | NA | NA | 100 | 206 | 0.00004 |
| MORELA | 0 | 36,955 | 21.1367 | 100 | 36,980 | 0 |
F6 | GA-PSO | NA | NA | NA | 100 | 8254 | 0.00009 |
| MORELA | −1 | 40,680 | 0.6722 | 100 | 40,960 | 0 |