Table 23 Analysis of speed reducer designer problem using HHO variants.
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 |