Table 13 Performance of optimization algorithms on speed reducer design problem.
Algorithm | Optimum variables | Optimum cost | ||||||
---|---|---|---|---|---|---|---|---|
b | M | p | l1 | l2 | d1 | d2 | ||
BOA | 3.5 | 0.7 | 17 | 7.3 | 7.8 | 3.3502147 | 5.2866832 | 2996.3482 |
CMA-ES | 3.5000001 | 0.7 | 17 | 7.3000011 | 7.8 | 3.3502147 | 5.2866832 | 2996.3482 |
EBOwithCMAR | 3.5 | 0.7 | 17 | 7.3000001 | 7.8 | 3.3502147 | 5.2866832 | 2996.3482 |
SPS_L_SHADE_EIG | 3.5105122 | 0.7 | 17 | 7.4051215 | 7.8525608 | 3.3508361 | 5.3091074 | 3017.617 |
LSHADE_cnEpSi | 3.5 | 0.7 | 17 | 7.3 | 7.8 | 3.3502147 | 5.2866832 | 2996.3482 |
LSHADE | 3.5014711 | 0.7 | 17 | 7.3 | 7.8525608 | 3.3502518 | 5.2870862 | 2998.3472 |
WSO | 3.5000004 | 0.7 | 17 | 7.3000081 | 7.8000003 | 3.3502148 | 5.2866833 | 2996.3483 |
AVOA | 3.5 | 0.7 | 17 | 7.3000006 | 7.8 | 3.3502147 | 5.2866832 | 2996.3482 |
RSA | 3.5751215 | 0.7 | 17 | 8.0512152 | 8.1756076 | 3.3546557 | 5.44693 | 3148.3385 |
MPA | 3.5 | 0.7 | 17 | 7.3 | 7.8 | 3.3502147 | 5.2866832 | 2996.3482 |
TSA | 3.5105126 | 0.7 | 17 | 7.3 | 8.1756076 | 3.3504803 | 5.2895627 | 3010.6338 |
WOA | 3.5712923 | 0.7 | 17 | 7.3 | 7.9706109 | 3.3595034 | 5.2867424 | 3030.4996 |
GWO | 3.5005226 | 0.7 | 17 | 7.3041919 | 7.8 | 3.3614073 | 5.2884166 | 3000.5584 |