Table 26 Analysis of welded beam problem using HHO variants.

From: Development and evaluation of hybrid harris hawks optimization algorithms for advanced engineering applications

Algorithm

Best

Mean

Median

Standard deviation

Average time per run (sec.)

HHO

1.74183877

1.908346324

1.87879122

0.143825049

0.007194597

HHO-Elite

1.74143101

1.933053593

1.89272791

0.136443552

0.03531761

HHO-GA

1.72573026

1.873355405

1.78103034

0.260870566

0.01179278

HHO-CHAOS

1.7445791

1.985071364

1.91225682

0.306717161

0.010453133

HHO-ADAP

1.76258374

1.982332277

1.91889198

0.221460502

0.00952282

HHO-PSO

1.73444971

1.906520702

1.80625976

0.283654141

0.010949157

HHO-Inertia

1.75915016

2.569817428

2.54812424

0.648682708

0.006405127

HHO-ULTRA

1.81104258

2.311006886

2.09065717

0.5539852

0.046752253

WMA

2.28520156

3.291535785

3.02205423

0.880629706

1.16214149

CMA-ES

3.36714132

7.26361E + 13

5.58241466

1.76501E + 14

0.170098763

EBOwithCMAR

1.77843101

1.933053593

1.89272791

0.136443552

0.528298897

L-SHADE

1.72573026

1.873355405

1.78103034

0.260870566

0.227396283

LSHADE-cnEpSin

1.7445791

1.985071364

1.91225682

0.306717161

0.255024287

SPS-L-SHADE-EIG

1.76258374

1.982332277

1.91889198

0.221460502

0.498079423

OWMA

1.75936615

1.801338006

1.80152057

0.018698654

0.726029093