Research Article
Human Behavior-Based Particle Swarm Optimization
Table 7
Comparison results of seven PSO algorithms [
25] with HPSO on six functions (
,
, and
= 10,000).
| Function | SPSO | QIPSO | UPSO | FIPS | CLPSO | AFSO | AFSO-Q1 | HPSO |
| | | | | | | | | | Mean | 52.30 | 25.61 | 59.40 | 106.1 | 74.39 | 17.93 | 15.69 | 0 | SD | 27.35 | 15.98 | 58.05 | 30.54 | 9.77 | 5.63 | 4.47 | 0 | Rank | 5 | 4 | 6 | 8 | 7 | 3 | 2 | 1 | | | | | | | | | | Mean | 0.534 | 36.38 | 8.70 | 6.40 | | | | 0 | SD | 1.74 | 4.66 | 3.08 | 3.04 | | | | 0 | Rank | 5 | 8 | 7 | 6 | 2 | 4 | 3 | 1 | | | | | | | | | | Mean | 320.2 | 317.5 | 309.5 | 434.1 | 263.3 | 266.3 | 253.3 | 0 | SD | 14.70 | 23.24 | 25.88 | 34.99 | 11.96 | 12.00 | 12.63 | 0 | Rank | 7 | 6 | 5 | 8 | 3 | 4 | 2 | 1 | | | | | | | | | | Mean | 17.03 | 15.20 | 14.29 | 26.60 | 11.94 | 10.38 | 8.46 | 0 | SD | 2.55 | 1.32 | 2.15 | 1.42 | 1.37 | 1.38 | 0.948 | 0 | Rank | 7 | 6 | 5 | 8 | 4 | 3 | 2 | 1 | | | | | | | | | | Mean | −119.10 | −119.10 | −119.10 | −119.90 | −119.00 | −119.70 | −119.80 | −119.05 | SD | | | | | | | | | Rank | 4 | 4 | 4 | 1 | 6 | 3 | 2 | 5 | | | | | | | | | | Mean | 115.90 | 121.90 | 113.20 | 113.60 | 118.30 | 123.20 | 123.10 | 117.32 | SD | 2.90 | 4.90 | 6.14 | 3.63 | 2.40 | 2.25 | 3.01 | 3.65 | Rank | 3 | 6 | 1 | 2 | 5 | 8 | 7 | 4 |
|
Average rank | 5.17 | 5.67 | 4.67 | 5.50 | 4.50 | 4.17 | 3.00 | 2.17 | Final rank | 6 | 8 | 5 | 7 | 4 | 3 | 2 | 1 |
|
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