Table 18 Statistical results of optimization algorithms on tension/compression spring design problem.
Algorithm | Mean | Best | Worst | Std | Median | Rank |
---|---|---|---|---|---|---|
BOA | 0.0126019 | 0.0126019 | 0.0126019 | 3.62E–19 | 0.0126019 | 1 |
CMA-ES | 0.0126665 | 0.0126652 | 0.0126833 | 2.123E–07 | 0.0126653 | 4 |
EBOwithCMAR | 0.0127415 | 0.0126658 | 0.0128326 | 3.301E–06 | 0.0127338 | 9 |
SPS_L_SHADE_EIG | 0.0127306 | 0.0127214 | 0.0127468 | 4.109E–07 | 0.0127282 | 8 |
LSHADE_cnEpSi | 0.0126652 | 0.0126652 | 0.0126652 | 2.49E–11 | 0.0126652 | 2 |
LSHADE | 0.0126987 | 0.0126671 | 0.0127621 | 1.431E–06 | 0.0126904 | 6 |
WSO | 0.0126742 | 0.0126652 | 0.0127945 | 1.517E–06 | 0.0126656 | 5 |
AVOA | 0.01321 | 0.0126693 | 0.013861 | 2.359E–05 | 0.0131551 | 13 |
RSA | 0.0131323 | 0.0130666 | 0.013248 | 2.936E–06 | 0.0131154 | 11 |
MPA | 0.0126652 | 0.0126652 | 0.0126652 | 1.528E–10 | 0.0126652 | 3 |
TSA | 0.0129041 | 0.0126789 | 0.0133573 | 1.022E–05 | 0.0128449 | 10 |
WOA | 0.0131533 | 0.0126697 | 0.0141393 | 2.557E–05 | 0.0129939 | 12 |
GWO | 0.0127116 | 0.0126697 | 0.0128911 | 2.34E–06 | 0.0127096 | 7 |