Table 3.
Simulation results of AVOA, DBO, GTO, GWO, HHO and PBSO, to .
| Function | Data tpye | AVOA | DBO | GTO | GWO | HHO | PBSO |
|---|---|---|---|---|---|---|---|
| 13 | Mean | 4.516E+04 | 6.794E+06 | 2.840E+04 | 3.244E+08 | 3.305E+06 | 9.243E+03 |
| STD | 1.080E+04 | 8.399E+06 | 1.145E+04 | 2.932E+08 | 1.037E+06 | 1.123E+04 | |
| Best | 2.622E+00 | 7.918E+05 | 6.702E+08 | 1.511E+10 | 1.483E+08 | 1.552E−01 | |
| Worst | 3.062E+04 | 1.658E+08 | 6.911E+09 | 4.236E+10 | 2.589E+08 | 9.351E+04 | |
| Rank | 3 | 5 | 2 | 6 | 4 | 1 | |
| 14 | Mean | 1.967E+05 | 5.406E+06 | 7.537E+05 | 3.318E+06 | 8.902E+05 | 2.475E+05 |
| STD | 8.369E+04 | 5.249E+06 | 4.854E+05 | 1.865E+06 | 2.941E+05 | 1.202E+05 | |
| Best | 2.622E+00 | 7.918E+05 | 6.702E+08 | 1.511E+10 | 1.483E+08 | 1.552E−01 | |
| Worst | 3.062E+04 | 1.658E+08 | 6.911E+09 | 4.236E+10 | 2.589E+08 | 9.351E+04 | |
| Rank | 1 | 6 | 3 | 5 | 4 | 2 | |
| 15 | Mean | 2.298E+04 | 1.255E+06 | 6.464E+03 | 3.429E+07 | 9.133E+05 | 8.271E+03 |
| STD | 9.763E+03 | 2.150E+06 | 3.552E+03 | 5.476E+07 | 3.037E+05 | 1.242E+04 | |
| Best | 2.622E+00 | 7.918E+05 | 6.702E+08 | 1.511E+10 | 1.483E+08 | 1.552E−01 | |
| Worst | 3.062E+04 | 1.658E+08 | 6.911E+09 | 4.236E+10 | 2.589E+08 | 9.351E+04 | |
| Rank | 3 | 5 | 1 | 6 | 4 | 2 | |
| 16 | Mean | 4.741E+03 | 6.090E+03 | 5.968E+03 | 3.968E+03 | 5.462E+03 | 4.686E+03 |
| STD | 7.264E+02 | 1.021E+03 | 1.974E+03 | 5.655E+02 | 6.696E+02 | 9.264E+02 | |
| Best | 2.622E+00 | 7.918E+05 | 6.702E+08 | 1.511E+10 | 1.483E+08 | 1.552E−01 | |
| Worst | 3.062E+04 | 1.658E+08 | 6.911E+09 | 4.236E+10 | 2.589E+08 | 9.351E+04 | |
| Rank | 3 | 6 | 5 | 1 | 4 | 2 | |
| 17 | Mean | 4.152E+03 | 5.112E+03 | 3.722E+03 | 2.778E+03 | 4.439E+03 | 4.051E+03 |
| STD | 7.030E+02 | 8.359E+02 | 7.296E+02 | 4.274E+02 | 7.151E+02 | 6.889E+02 | |
| Best | 2.622E+00 | 7.918E+05 | 6.702E+08 | 1.511E+10 | 1.483E+08 | 1.552E−01 | |
| Worst | 3.062E+04 | 1.658E+08 | 6.911E+09 | 4.236E+10 | 2.589E+08 | 9.351E+04 | |
| Rank | 4 | 6 | 2 | 1 | 5 | 3 | |
| 18 | Mean | 3.622E+05 | 6.755E+06 | 1.559E+06 | 3.610E+06 | 1.940E+06 | 1.331E+06 |
| STD | 1.312E+05 | 4.544E+06 | 8.807E+05 | 4.031E+06 | 7.811E+05 | 7.441E+05 | |
| Best | 2.622E+00 | 7.918E+05 | 6.702E+08 | 1.511E+10 | 1.483E+08 | 1.552E−01 | |
| Worst | 3.062E+04 | 1.658E+08 | 6.911E+09 | 4.236E+10 | 2.589E+08 | 9.351E+04 | |
| Rank | 1 | 6 | 3 | 5 | 4 | 2 | |
| 19 | Mean | 1.120E+04 | 1.784E+06 | 1.539E+04 | 8.358E+07 | 3.840E+06 | 1.575E+04 |
| STD | 8.368E+03 | 1.703E+06 | 1.481E+04 | 8.375E+07 | 1.451E+06 | 1.898E+04 | |
| Best | 2.622E+00 | 7.918E+05 | 6.702E+08 | 1.511E+10 | 1.483E+08 | 1.552E−01 | |
| Worst | 3.062E+04 | 1.658E+08 | 6.911E+09 | 4.236E+10 | 2.589E+08 | 9.351E+04 | |
| Rank | 1 | 4 | 2 | 6 | 5 | 3 |