Table 8 Statistical results HV of the mathematical test functions: CEC2020 functions.

From: A memorized multi-objective Sinh-Cosh optimizer for solving multi-objective engineering design problems

function

HV

MALO

MSSA

MOPSO

MOSCA

MOSCHO

MMF4

Av

0.9971

0.9779

0.9998

0.9997

0.9990

SD

0.0016

0.0050

5.6061e-05

0.0001

0.0007

WRT

-

-

+

+

 

MMF5

Av

0.7183

0.7444

0.8011

0.8754

0.8826

SD

0.0357

0.0449

0.0417

0.0318

0.0356

WRT

-

-

+

-

 

MMF7

Av

0.7505

0.8435

0.9058

0.9294

0.9442

SD

0.0280

0.0465

0.0135

0.0094

0.0093

WRT

-

-

-

-

 

MMF8

Av

0.6936

0.8112

0.7535

0.9755

0.9767

SD

0.0170

0.0128

0.0161

0.0042

0.0004

WRT

-

-

+

-

 

MMF10

Av

0.7663

0.7807

0.7876

0.8595

0.9158

SD

0.0064

0.0503

0.0073

0.0086

0.0027

WRT

-

-

+

-

 

MMF11

Av

0.4962

0.4813

0.5875

0.5737

0.5921

SD

0.0470

0.0459

0.0604

0.0304

0.0477

WRT

-

-

+

-

 

MMF12

Av

0.6955

0.7987

0.8319

0.8256

0.8096

SD

0.0390

0.0439

0.0428

0.0276

0.0897

WRT

-

-

+

+

 

MMF13

Av

0.6317

0.6750

0.7754

0.8422

0.8791

SD

0.0290

0.0395

0.0785

0.0578

0.0447

WRT

-

-

+

-

 

For WRT

+/-/=

0/8/0

0/8/0

7/1/0

2/6/0