Research Article
An Efficient Algorithm for Unconstrained Optimization
Table 10
Zakharov problem.
| Algorithm | Dim. | M. G/I | P. | EOF | Best | Average | Median | Time (s) |
| PSO-3P | 10 | 500 | 3 | 507 | 0 | 2.33E − 05 | 0 | 0.603 |
| PSO-3P | 30 | 500 | 3 | 542 | 0 | 8.79E − 05 | 0 | 0.643 | ELIPSO [19] | 30 | 100 | 1500 | — | 0.0001 | 0.0003 | 0.0002 | — | LDWIPSO [19] | 30 | 100 | 1500 | — | 0.0001 | 0.0005 | 0.0004 | — | FIWPSO [19] | 30 | 100 | 1500 | — | 0.0008 | 0.0032 | 0.0028 | — | CIWPSO [19] | 30 | 100 | 1500 | — | 0.001 | 0.003 | 0.0021 | — | RIWPSO [19] | 30 | 100 | 1500 | — | 0.0003 | 0.0019 | 0.0012 | — | TVACPSO [19] | 30 | 100 | 1500 | — | 4.95E − 05 | 1.36E − 04 | 1.37E − 04 | — | COPSO [19] | 30 | 100 | 1500 | — | 0.0524 | 6.9459 | 2.1362 | — | IRPEO [13] | 30 | 50000 | 50 | — | 1.88E − 01 | 5.59E − 01 | — | — | LX-PM [23] | 30 | 5000 | 300 | 63271 | — | 1.95E − 20 | — | 1.563 | LX-MPTM [23] | 30 | 5000 | 300 | 65711 | — | 8.04E − 15 | — | 1.642 | LX-NUM [23] | 30 | 5000 | 300 | 78681 | — | 3.32E − 10 | — | 1.969 | HX-PM [23] | 30 | 5000 | 300 | 92891 | — | 1.95E − 20 | — | 1.959 | HX-MPTM [23] | 30 | 5000 | 300 | 94701 | — | 7.86E − 09 | — | 2.243 | HX-NUM [23] | 30 | 5000 | 300 | 210791 | — | 2.86E − 01 | — | 5.06 | ADM [24] | 30 | 1769 | — | — | — | 0 | — | 70.38 | RM [24] | 30 | 14286 | — | — | — | 4.05E + 00 | — | 1249.5 | PLM [24] | 30 | 15252 | — | — | — | 3.08E − 05 | — | 1306.32 | NUM [24] | 30 | 6536 | — | — | — | 4.88E + 01 | — | 239.33 | MNUM [24] | 30 | 27744 | — | — | — | 0 | — | 687.27 | PM [24] | 30 | 5454 | — | — | — | 7.09E + 01 | — | 203.16 |
| PSO-3P | 50 | 500 | 3 | 649 | 0 | 2.11E − 05 | 0 | 0.783 |
| PSO-3P | 100 | 500 | 3 | 814 | 0 | 8.14E − 02 | 0 | 0.944 | ELPSO [19] | 100 | 100 | 5000 | — | 0.2268 | 2.5016 | 2.2814 | — | CPSO [19] | 100 | — | — | — | 17.7263 | 40.9341 | 39.9646 | — | HS [19] | 100 | — | — | — | 287.5234 | 2694.91 | 488.3287 | — | GA [19] | 100 | — | — | — | 369.4271 | 412.8078 | 382.7739 | — | FSO [19] | 100 | — | — | — | 62.8325 | 74.4212 | 75.6089 | — | GSA [19] | 100 | — | — | — | 167.7459 | 171.3504 | 168.1632 | — | BSOA [19] | 100 | — | — | — | 91.0035 | 53.6407 | 130.7713 | — | ABC [19] | 100 | — | — | — | 1052.2 | 1278.7 | 1337.6 | — |
| PSO-3P | 120 | 500 | 3 | 768 | 0 | 2.22E − 02 | 0 | 0.932 |
| PSO-3P | 1000 | 500 | 3 | 1080 | 0 | 9.66E + 07 | 0 | 1.268 |
|
|
Average.
|