Table 3 The MM test functions’ outcomes.

From: A dual-adaptive stochastic reinforcement chimp optimization algorithm for fire detection and multidimensional problem solving

Techniques

F8

F9

F10

F11

F12

F13

CHOA

Ave

−1.06E+04

3.39E−07

7.33E−16

0.00E+00

4.30E−06

3.09E−01

Std

1.14E+03

3.39E−07

7.25E−16

0.00E+00

4.30E−06

3.09E−01

 

p-value

0.0033

0.0055

0.0017

0.0022

0.0035

0.0045

ULCHOA

Ave

−1.25E+04

1.25E−07

7.33E−16

0.00E+00

1.01E−04

2.10E−04

Std

0.1

3.22E−07

3.22E−07

0.00E+00

1.30E−04

8.50E−04

 

p-value

0.0077

0.0082

0.0035

0.0041

0.0033

0.0071

ICHOA

Ave

−1.12E+04

1.4423

2.0441

0.0002

2.01E−03

2.22E−04

Std

1766.46

0.3000

0.1001

0.0033

2.02E−03

1.33E−04

 

p-value

0.0011

0.0047

0.0032

0.0015

0.00001

0.0017

CHOA

Ave

−1.03E+04

1.11E−04

0.8223

1.01E−05

1.30E−05

2.10E−05

Std

555.233

3.45E−04

0.0021

1.00E−05

1.25E−05

1.50E−05

 

p-value

0.0072

0.0082

0.0035

0.0041

0.0033

0.0071

DLFCHOA

Ave

−9.03E+03

2.22E−07

8.21E−14

0.00E+00

7.88E−07

2.92E−03

Std

595.1113

2.11E−07

2.44E−14

0.00E+00

7.88E−07

1.44E−03

 

p-value

0.0033

0.0042

0.0035

0.0047

0.0047

0.0015

ECHOA

Ave

−1.33E+04

0.0933

2.12E−15

1.12E−14

7.12E−04

3.94E−07

Std

796.12698

0.0322

2.33E−14

1.30E−14

0.0031

1.22E−03

 

p-value

0.0035

0.0042

0.0086

0.0032

0.0036

0.0091

TASR-CHOA

Ave

−1.75E+04

0.00E+00

1.88E−13

0.00E+00

0.00E+00

0.00E+00

Std

525.5351

0.00E+00

1.44E−12

0.00E+00

0.00E+00

0.00E+00

 

p-value

NA

NA

NA

NA

NA

NA

ARBGA

Ave

−1.38E+04

1.1335

9.33E−12

0.00E+00

8.30E−04

2.11E−03

Std

742.6746

0.3440

6.17E−12

0.00E+00

7.44E−04

1.02E−03

 

p-value

0.0076

0.0042

0.0086

0.0032

0.0036

0.0091

ARWOA

Ave

−1.42E+04

0.3007

0.9003

0.00E+00

2.10E−04

5.10E−04

Std

715.5351

0.1001

0.1335

0.00E+00

8.50E−04

2.30E−04

 

p-value

0.0063

0.0082

0.0035

0.0041

0.0033

0.0071

SHADE

Ave

−8.83E+03

0.029

0.1702

1.01E−04

1.19E−04

1.01E−04

Std

418.8

0.831

0.0244

1.22E−04

3.90E−04

1.00E−04

p-value

0.0077

0.0025

0.0035

0.0032

0.0033

0.0071

CMA-ES

Ave

−1.16E+04

0.0085

6.044

0.00E+00

1.13E−14

1.25E−12

Std

331.3

0.0344

2.706

0.00E+00

1.25E−13

1.11E−12

p-value

0.0035

0.0042

0.0055

0.0032

0.0044

0.0091

LSHADESPACMA

Ave

−1.32E+04

0.0023

0.1525

9.01E−05

0.0008

2.11E−06

Std

454.325

0.0016

0.0188

9.30E−05

0.0019

1.04E−08

p-value

0.0065

0.0082

0.0040

0.0041

0.0033

0.0071

  1. The best results are highlighted in bold.