Table 9 Experimental outcomes for various algorithms on CEC2019 test suite.

From: Adaptive memory-based opposition and midpoint mutation in black winged kite algorithm for global optimization and engineering applications

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

 

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