Table 23 Analysis of speed reducer designer 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

3007.7044

3345.621146

3130.953885

393.2900953

0.00626197

HHO-Elite

2993.67834

3433.537895

3144.643438

549.9064732

0.070234973

HHO-GA

2994.47107

2994.47165

2994.471102

0.001844762

0.012099127

HHO-Chaos

3016.85657

3521.029306

3152.04229

669.3662617

0.005728367

HHO-ADAP

3020.52422

3285.230522

3096.608543

486.9261408

0.01285717

HHO-PSO

2994. 47,107

3051.64944

3010.131573

62.6655126

0.00737501

HHO-inertia

3000.73402

4382.663164

5030.16412

1057.172741

0.00655003

HHO-ULTRA

3006.48423

3727.56706

3639.237771

620.1933128

0.04736019

WMA

3101.69666

92,108,283,582

4208.236567

3.41926E + 11

0.637250957

CMA-ES

3934.84223

3.04465E + 12

1.77813E + 12

3.29042E + 12

0.154959477

EBOwithCMAR

2994.47107

2995.780315

2994.471066

7.17105064

0.52557816

L-SHADE

2994.47107

2994.471066

2994.471066

9.81156E-13

0.086304993

LSHADE-cnEpSin

2994.47107

2994.471066

2994.471066

1.14857E-12

0.286500053

SPS-L-SHADE-EIG

2994.47107

2994.471066

2994.471066

1.40544E-12

0.56173942

OWMA

3000.75819

3008.568893

3008.646659

3.575172917

0.454473977