Research Article
Improved Adaptive Holonic Particle Swarm Optimization
Table 5
Evaluation results on eight functions (F9–F16, D = 30).
| | Test function | Performance | LPSO | MCPSO | PS2O | HSPSO | CCPSO-ISM | FDR-PSO | FIPPSO |
| | F9 | Mean | 1.51861E + 1 | 9.14724E + 1 | 8.93109E + 1 | 5.48581E − 5 | 0E000 | 1.14700E + 1 | 4.37977E + 1 | | Std | 2.11233 E0 | 3.16411E + 1 | 2.78157E + 1 | 9.60707E − 5 | 0E000 | 3.48441E0 | 1.30299E + 1 | | Median | 1.42608E + 1 | 1.02688E + 2 | 7.82676E + 1 | 4.08772E − 5 | 0E000 | 1.4954E + 1 | 4.53087E + 1 |
| | F10 | Mean | 5.77869E + 1 | 1.04384E + 2 | 9.43819E + 1 | 4.63460E + 1 | 8.12661E − 1 | 3.29247E0 | 4.04253E + 1 | | Std | 2.51335E + 1 | 8.82423E + 1 | 7.60825E + 1 | 1.56922E + 1 | 9.1512E − 2 | 2.6840E − 1 | 1.00620E + 1 | | Median | 5.49712E + 1 | 8.06500E + 1 | 9.38245E + 1 | 4.52979E + 1 | 9.2231E − 1 | 3.14882E0 | 4.30543E + 1 |
| | F11 | Mean | 2.52855E + 1 | 2.64517E + 1 | 2.30206E + 1 | 2.88386E + 1 | 2.47033E + 1 | 2.9646E + 1 | 2.60013E + 1 | | Std | 1.19867E − 2 | 4.00292E − 2 | 8.27323E − 2 | 6.71221E − 3 | 7.56920E − 2 | 0.00326E − 2 | 5.35043E − 2 | | Median | 2.59809E + 1 | 2.61515E + 1 | 2.66347E + 1 | 2.57792E + 1 | 2.62502E + 1 | 2.37816E + 1 | 2.20501E + 1 |
| | F12 | Mean | 4.54933E + 1 | 6.47593E + 1 | 5.76266E + 1 | 4.63969E + 1 | 0E000 | 4.45944E + 1 | 5.89902E + 1 | | Std | 1.64122E + 1 | 5.81843E0 | 1.26950E + 1 | 1.55139E + 1 | 0E000 | 1.72914E + 1 | 1.97771E + 1 | | Median | 2.51570E + 1 | 6.39535E + 1 | 6.48912E + 1 | 4.56778E + 1 | 0E000 | 4.08652E + 1 | 5.92656E + 1 |
| | F13 | Mean | 2.77699E + 2 | 1.03733E2 | 1.24333E + 2 | 1.95113E + 2 | 1.32693E + 2 | 5.97127E + 1 | 1.69809E + 2 | | Std | 2.56696E + 1 | 3.96304E + 1 | 3.59524E + 1 | 2.09328E + 1 | 7.97868E0 | 1.32038E + 1 | 2.86377E0 | | Median | 2.82621E + 2 | 1.17977E2 | 1.09972E + 2 | 1.60887E + 2 | 1.15773E + 2 | 5.86959E + 1 | 1.85220E + 2 |
| | F14 | Mean | 2.84475E + 1 | 2.76923E + 1 | 3.21626E + 1 | 2.09334E + 1 | 2.59571E + 1 | 2.26436E + 1 | 3.56754E + 1 | | Std | 3.08439E0 | 3.90532E0 | 6.36128E0 | 2.52636E0 | 2.11251E0 | 4.14451E0 | 1.20684E0 | | Median | 21.93042E + 1 | 2.73032E + 1 | 3.17851E + 1 | 2.17317E + 1 | 2.68011E + 1 | 1.13267E + 1 | 3.00738E + 1 |
| | F15 | Mean | 8.79677E0 | 1.25428E + 1 | 2.38048E + 1 | 8.78020E0 | 7.60963E0 | 9.25348E0 | 5.95142E + 1 | | Std | 6.38876E0 | 9.88228E0 | 7.10735E0 | 3.24385E0 | 3.79567E0 | 6.44398E0 | 1.96684E + 1 | | Median | 8.23932E0 | 8.94184E0 | 2.77004E0 | 7.13170E0 | 6.39411E0 | 9.71773E0 | 5.82241E + 1 |
| | F16 | Mean | 1.69691E0 | 1.10219E + 1 | 1.22394E + 1 | 1.34479E0 | 1.89622E + 1 | 1.50032E + 1 | 1.70448E + 1 | | Std | 1.451662E0 | 7.17067E − 1 | 2.77381E − 1 | 1.71356E0 | 2.1180E − 1 | 2.69315E − 1 | 0.18570E − 1 | | Median | 1.325485E0 | 1.02227E + 1 | 1.25632E + 1 | 1.85263E + 1 | 1.73979E + 1 | 1.77383E + 1 | 1.09972E + 1 |
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