Research Article
Human Behavior-Based Particle Swarm Optimization
Table 2
Experimental results obtained by SPSO and HPSO on function from
to
.
| Fun | Dim | | Best | Worst | Meadian | Mean | SD | Significant |
| | 30 | SPSO | | | | 666.6686 | | | HPSO | 0 | 0 | 0 | 0 | 0 | + | 50 | SPSO | | | 0.0078 | | | | HPSO | 0 | 0 | 0 | 0 | 0 | + | 100 | SPSO | | | | | | | HPSO | 0 | 10000 | 0 | 333.3333 | | + |
| | 30 | SPSO | | 30.0018 | 10.0017 | 11.3364 | 10.0777 | | HPSO | 0 | 0 | 0 | 0 | 0 | + | 50 | SPSO | 0.0329 | 70.0010 | 40.0006 | 37.3438 | 15.2918 | | HPSO | 0 | 0 | 0 | 0 | 0 | + | 100 | SPSO | 51.0214 | 181.4054 | 110.5934 | 114.3039 | 29.0723 | | HPSO | 0 | 0 | 0 | 0 | 0 | + |
| | 30 | SPSO | | | | | | | HPSO | 0 | | 0 | 172.5975 | 945.3557 | + | 50 | SPSO | | | | | | | HPSO | 0 | | 0 | 232.6222 | | + | 100 | SPSO | | | | | | | HPSO | 0 | | 0 | | | + |
| | 30 | SPSO | 8.6091 | 21.2711 | 12.9945 | 13.3502 | 3.5341 | | HPSO | 0 | 0 | 0 | 0 | 0 | + | 50 | SPSO | 24.2031 | 39.5127 | 31.0562 | 31.1715 | 4.2886 | | HPSO | 0 | 0 | 0 | 0 | 0 | + | 100 | SPSO | 54.1172 | 75.3686 | 64.7834 | 64.2358 | 4.2202 | | HPSO | 0 | 0 | 0 | 0 | 0 | + |
| | 30 | SPSO | 0 | 10001 | 0 | | | | HPSO | 0 | 0 | 0 | 0 | 0 | + | 50 | SPSO | 0 | 20004 | 4.5000 | | | | HPSO | 0 | 0 | 0 | 0 | 0 | + | 100 | SPSO | 127 | 90040 | 40068 | | | | HPSO | 0 | 0 | 0 | 0 | 0 | + |
| | 30 | SPSO | 0.0344 | 18.8556 | 0.0959 | 3.5587 | 5.1400 | | HPSO | | 0.0030 | 0.0012 | 0.0012 | | + | 50 | SPSO | 0.0780 | 72.6594 | 13.6489 | 19.6604 | 19.3860 | | HPSO | | 0.0017 | | | | + | 100 | SPSO | 86.7855 | 381.9209 | 200.8146 | 211.9720 | 88.3159 | | HPSO | | 0.0019 | | | | + |
| | 30 | SPSO | 14.3237 | | 140.5176 | | | | HPSO | 28.6353 | 28.9456 | 28.8793 | 28.8461 | 0.0932 | + | 50 | SPSO | 97.0317 | | 376.2306 | | | | HPSO | 48.4886 | 48.8766 | 48.7600 | 48.7513 | 0.0875 | + | 100 | SPSO | 706.1328 | | | | | | HPSO | 98.4280 | 98.8373 | 98.7133 | 98.7129 | 0.0818 | + |
| | 30 | SPSO | | | | | 733.1063 | | HPSO | | | | | | − | 50 | SPSO | | | | | | | HPSO | | | | | | − | 100 | SPSO | | | | | | | HPSO | | | | | | − |
| | 30 | SPSO | 28.7299 | 160.3815 | 87.6754 | 92.5142 | 32.6994 | | HPSO | 0 | 0 | 0 | 0 | 0 | + | 50 | SPSO | 175.2643 | 351.6480 | 260.4359 | 258.0518 | 48.4078 | | HPSO | 0 | 0 | 0 | 0 | 0 | + | 100 | SPSO | 555.8950 | 993.3887 | 750.1694 | 749.1658 | 749.1658 | | HPSO | 0 | 0 | 0 | 0 | 0 | + |
| | 30 | SPSO | 61.4129 | 221.0445 | 132.7694 | 134.5414 | 33.8073 | | HPSO | 0 | 0 | 0 | 0 | 0 | + | 50 | SPSO | 157.1020 | 440.0897 | 324.2632 | 310.3595 | 64.3675 | | HPSO | 0 | 0 | 0 | 0 | 0 | + | 100 | SPSO | 623.5658 | | 804.6981 | 813.3435 | 88.5932 | | HPSO | 0 | 25 | 0 | 0.8333 | 4.5644 | + |
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