Table 9 Experimental outcomes for various algorithms on CEC2019 test suite.
Functions | Fun24 | Fun25 | Fun26 | Fun27 | Fun28 | |||||
|---|---|---|---|---|---|---|---|---|---|---|
AVG | STD | AVG | STD | AVG | STD | AVG | STD | AVG | STD | |
PSO | 1.409E+12 | 1.268E+12 | 1.430E+04 | 4.103E+03 | 1.370E+01 | 1.410E-09 | 2.797E+01 | 1.177E+01 | 2.160E+00 | 1.324E-01 |
GWO | 1.866E+08 | 2.862E+08 | 1.836E+01 | 6.128E-02 | 1.370E+01 | 2.272E-06 | 5.400E+01 | 2.103E+01 | 2.450E+00 | 2.407E-01 |
GJO | 1.520E+07 | 5.064E+07 | 1.839E+01 | 1.088E-01 | 1.370E+01 | 3.680E-04 | 1.387E+03 | 1.366E+03 | 2.571E+00 | 2.814E-01 |
SO | 8.694E+07 | 1.134E+08 | 1.834E+01 | 1.391E-10 | 1.370E+01 | 1.099E-13 | 2.297E+01 | 1.538E+01 | 2.101E+00 | 5.129E-02 |
SCSO | 4.554E+04 | 3.776E+03 | 1.836E+01 | 7.519E-02 | 1.370E+01 | 3.066E-06 | 2.866E+02 | 5.287E+02 | 2.329E+00 | 1.709E-01 |
AVOA | 4.640E+04 | 3.882E+03 | 1.834E+01 | 3.018E-07 | 1.370E+01 | 1.662E-09 | 1.321E+02 | 6.253E+01 | 2.348E+00 | 2.626E-01 |
CMAES | 4.283E+09 | 1.320E+10 | 1.526E+02 | 7.430E+01 | 1.370E+01 | 4.873E-04 | 1.944E+03 | 2.379E+03 | 2.174E+00 | 5.318E-01 |
SHADE | 2.106E+10 | 1.167E+10 | 1.834E+01 | 1.090E-09 | 1.370E+01 | 3.625E-06 | 1.902E+01 | 1.041E+01 | 2.042E+00 | 1.865E-02 |
BKA | 4.487E+04 | 2.780E+04 | 1.835E+01 | 4.762E-02 | 1.370E+01 | 6.487E-05 | 8.049E+02 | 1.707E+03 | 2.542E+00 | 2.677E-01 |
CBKA | 3.811E+04 | 9.317E+02 | 1.835E+01 | 5.884E-02 | 1.370E+01 | 5.121E-09 | 1.267E+02 | 1.299E+02 | 2.495E+00 | 2.433E-01 |
IBKA | 3.932E+04 | 4.517E+03 | 1.834E+01 | 6.547E-03 | 1.370E+01 | 2.126E-05 | 6.658E+02 | 1.311E+03 | 2.768E+00 | 5.907E-01 |
QOBLBKA | 8.160E+04 | 1.495E+05 | 1.849E+01 | 3.359E-01 | 1.370E+01 | 2.262E-07 | 7.550E+02 | 1.857E+03 | 2.660E+00 | 5.876E-01 |
AMOMM-BKA | 4.214E+04 | 3.061E+03 | 1.834E+01 | 9.918E-15 | 1.370E+01 | 5.666E-15 | 9.177E+01 | 4.087E+01 | 2.325E+00 | 1.912E-01 |
| Â | Fun29 | Fun30 | Fun31 | Fun32 | Fun33 | |||||
|---|---|---|---|---|---|---|---|---|---|---|
AVG | STD | AVG | STD | AVG | STD | AVG | STD | AVG | STD | |
PSO | 1.047E+01 | 9.048E-01 | 2.142E+02 | 1.254E+02 | 5.437E+00 | 6.063E-01 | 3.435E+00 | 4.598E-02 | 2.133E+01 | 1.035E-01 |
GWO | 1.199E+01 | 6.720E-01 | 4.626E+02 | 3.170E+02 | 4.996E+00 | 1.058E+00 | 5.474E+00 | 8.158E-01 | 2.100E+01 | 2.635E+00 |
GJO | 1.194E+01 | 6.066E-01 | 6.114E+02 | 3.372E+02 | 5.478E+00 | 8.279E-01 | 7.687E+01 | 1.439E+02 | 2.109E+01 | 1.611E+00 |
SO | 1.196E+01 | 6.023E-01 | 7.166E+01 | 1.325E+02 | 5.183E+00 | 8.591E-01 | 3.422E+00 | 3.385E-02 | 2.150E+01 | 9.445E-02 |
SCSO | 8.843E+00 | 1.571E+00 | 3.096E+02 | 1.499E+02 | 5.417E+00 | 6.550E-01 | 1.490E+01 | 4.916E+01 | 2.113E+01 | 1.006E-01 |
AVOA | 7.159E+00 | 1.610E+00 | 3.930E+02 | 1.974E+02 | 5.571E+00 | 4.445E-01 | 4.469E+00 | 7.859E-01 | 2.104E+01 | 8.204E-02 |
CMAES | 1.295E+01 | 5.975E-01 | 8.955E+02 | 8.600E+01 | 5.505E+00 | 1.893E+00 | 3.432E+00 | 2.912E-02 | 2.162E+01 | 8.728E-02 |
SHADE | 8.413E+00 | 6.343E-01 | 5.960E+01 | 9.531E+01 | 4.892E+00 | 4.318E-01 | 3.557E+00 | 6.995E-02 | 2.110E+01 | 1.176E-01 |
BKA | 1.046E+01 | 1.290E+00 | 2.326E+02 | 3.579E+02 | 5.082E+00 | 5.475E-01 | 7.645E+01 | 3.490E+02 | 2.103E+01 | 1.258E+00 |
CBKA | 1.042E+01 | 1.062E+00 | 2.035E+02 | 1.927E+02 | 4.779E+00 | 5.541E-01 | 5.464E+00 | 8.075E-01 | 2.068E+01 | 3.329E+00 |
IBKA | 8.659E+00 | 2.212E+00 | 1.899E+02 | 2.142E+02 | 4.682E+00 | 6.276E-01 | 5.262E+01 | 1.770E+02 | 2.109E+01 | 1.811E-01 |
QOBLBKA | 1.058E+01 | 1.512E+00 | 1.791E+02 | 2.119E+02 | 5.052E+00 | 7.671E-01 | 4.053E+01 | 1.211E+02 | 2.133E+01 | 1.459E-01 |
AMOMM-BKA | 6.588E+00 | 1.553E+00 | 5.764E+01 | 8.605E+01 | 4.427E+00 | 5.602E-01 | 4.049E+00 | 4.658E-01 | 1.981E+01 | 4.451E+00 |