Table 3 The values of average and average Rank on nine algorithms.

From: Enhancing grasshopper optimization algorithm (GOA) with levy flight for engineering applications

F

Index

AHA

AO

DA

DMOA

GBO

HGS

HHO

LFGOA

MVO

F1

Average

2.65E+00

1.46E+02

1.36E+03

6.97E+02

7.83E+07

6.45E+02

9.34E+02

3.06E-09

7.17E+02

Rank

2

3

8

5

9

4

7

1

6

F2

Average

3.93E−02

5.57E-01

9.15E+00

4.21E+00

3.43E+35

9.42E+07

1.88E+08

9.21E-29

6.37E+00

Rank

2

3

6

4

9

7

8

1

5

F3

Average

2.38E+02

1.02E+02

3.76E+03

2.28E+03

9.40E+01

2.30E+03

1.51E+03

7.95E-10

9.03E+02

Rank

4

3

9

7

2

8

6

1

5

F4

Average

1.41E−01

7.46E-01

2.77E+01

1.63E+01

4.17E+06

1.57E+00

1.61E+00

6.59E-06

8.98E+00

Rank

2

3

8

7

9

4

5

1

6

F5

Average

7.12E+01

8.44E+04

1.61E+06

4.63E+05

2.57E+03

2.14E+06

2.02E+06

4.00E+00

8.94E+05

Rank

2

4

7

5

3

9

8

1

6

F6

Average

1.13E+02

1.41E+02

2.45E+03

8.13E+02

6.81E+05

2.11E+03

8.03E+02

1.25E+00

5.66E+02

Rank

2

3

8

6

9

7

5

1

4

F7

Average

6.74E−02

5.60E-02

7.09E-01

1.53E-01

1.03E+01

3.38E+00

1.48E+00

5.55E-01

2.46E-01

Rank

2

3

8

6

9

7

5

1

4

F8

Average

-5.94E+03

-2.39E+03

-2.26E+03

-7.12E+12

5.11E+01

-1.20E+04

-1.20E+04

-1.34E+00

-2.20E+03

Rank

6

5

4

9

2

7

8

1

3

F9

Average

4.13E+00

1.60E+00

5.73E+01

5.01E+01

1.56E+01

1.11E+01

9.63E+00

0.00E+00

4.75E+01

Rank

3

2

9

8

6

5

4

1

7

F10

Average

2.90E−01

2.77E-01

1.09E+01

6.54E+00

3.24E-01

1.15E+00

6.42E-01

9.81E-09

6.25E+00

Rank

3

2

9

8

4

6

5

1

7

F11

Average

2.86E−01

1.37E+00

2.48E+01

7.30E+00

4.95E-03

5.31E+00

5.76E+00

1.51E-07

7.25E+00

Rank

3

4

9

8

2

5

6

1

7

F12

Average

8.05E−01

3.27E+05

4.29E+06

6.53E+05

2.31E+00

4.66E+06

4.26E+06

4.11E+00

1.63E+06

Rank

1

4

8

5

2

9

7

3

6

F13

Average

4.41E+00

3.38E+05

3.73E+06

2.33E+06

6.65E+01

1.21E+07

1.00E+07

5.02E-01

3.40E+06

Rank

2

4

7

5

3

9

8

1

6

F14

Average

1.97E+00

3.50E+00

1.22E+00

1.63E+00

4.54E-01

1.57E+00

2.16E+00

2.11E+01

1.62E+00

Rank

6

8

2

5

1

3

7

9

4

F15

Average

2.92E−03

2.42E-03

6.09E-03

1.58E-03

7.85E-04

1.71E-03

4.71E-03

1.48E-01

2.91E-03

Rank

6

4

8

2

1

3

7

9

5

F16

Average

-1.03E+00

-1.01E+00

-1.00E+00

-1.03E+00

-1.03E+00

-1.03E+00

-1.02E+00

-9.94E-04

-1.01E+00

Rank

6

3

2

7

8

9

5

1

4

F17

Average

4.10E−01

5.22E-01

4.17E-01

4.13E-01

4.04E-01

4.16E-01

4.09E-01

5.55E+01

4.37E-01

Rank

3

8

6

4

1

5

2

9

1

F18

Average

3.11E+00

3.55E+00

4.09E+00

3.16E+00

3.59E+00

3.13E+00

3.20E+00

6.00E+02

3.71E+00

Rank

1

5

8

3

6

2

4

9

7

F19

Average

-3.86E+00

-3.75E+00

-3.85E+00

-3.86E+00

-3.86E+00

-3.86E+00

-3.83E+00

-6.81E-02

-3.84E+00

Rank

6

2

5

7

8

9

3

1

4

F20

Average

-3.26E+00

-2.67E+00

-3.06E+00

-3.25E+00

-3.29E+00

-3.26E+00

-2.98E+00

-5.15E-03

-3.09E+00

Rank

7

2

4

6

9

8

3

1

5

F21

Average

-7.79E+00

-9.99E+00

-6.84E+00

-9.09E+00

-4.98E+00

-7.51E+00

-4.87E+00

-2.74E-01

-6.15E+00

Rank

7

9

5

8

3

6

2

1

4

F22

Average

-7.96E+00

-1.03E+01

-7.43E+00

-9.24E+00

-9.94E+00

-9.18E+00

-4.93E+00

-2.94E-01

-2.42E+00

Rank

5

9

4

7

8

6

3

1

2

F23

Average

-8.32E+00

-1.04E+01

-7.14E+00

-8.72E+00

-4.85E+00

-9.98E+00

-4.94E+00

-3.23E-01

-6.08E+00

Rank

6

9

5

7

2

8

3

1

4

Friedmans test

3.7826

4.4348

6.4783

6.0435

5.0435

6.3478

5.2609

2.4783

4.8696

  1. The best of the comparison results are in [bold].