Research Article
Particle Swarm Optimization Algorithm with Multiple Phases for Solving Continuous Optimization Problems
Table 4
Experimental results for functions
with 100 dimensions.
| Algorithm | Best | Mean | St.D. | Best | Mean | St.D. |
| | parabolic | Schwefel’s P2.22 | SPSO-BK | Star | −450 | −449.9999 | 2.97E-10 | −329.9999 | −329.9999 | 1.90E-07 | Ring | −449.9999 | −449.9999 | 2.72E-11 | −329.9999 | −329.9999 | 7.34E-11 | SPSO-C | Star | −449.9999 | −449.9947 | 0.0369 | −329.9999 | −329.8556 | 0.4552 | Ring | −449.9999 | −449.9999 | 1.40E-11 | −329.9999 | −329.9999 | 3.09E-11 | CPSO | Star | −449.9999 | −449.9999 | 2.13E-09 | −329.9999 | −329.5999 | 1.9595 | Ring | −149.6541 | 1344.4583 | 532.677 | −325.8224 | −309.5554 | 7.5546 | PSOFP | | −449.9999 | −449.9999 | 1.36E-07 | −329.9999 | −329.9999 | 1.36E-09 | PSODP | | −449.9999 | −449.9999 | 3.34E-07 | −329.9999 | −329.9999 | 0.0006 |
| | Schwefel’s P1.2 | step | SPSO-BK | Star | 513.6355 | 1602.1760 | 3006.812 | 208 | 377.32 | 137.165 | Ring | 2426.1604 | 5355.3297 | 1565.104 | 671 | 978.24 | 174.267 | SPSO-C | Star | 555.4292 | 2998.8775 | 3037.685 | 1208 | 2683.48 | 755.401 | Ring | 1188.1057 | 2075.1955 | 769.974 | 1585 | 2448.46 | 531.394 | CPSO | Star | 5145.9671 | 10822.5242 | 3423.207 | 180 | 181.7 | 1.3 | Ring | 20782.011 | 27917.191 | 3168.315 | 1791 | 2506.12 | 287.989 | PSOFP | | 1399.1752 | 3987.6253 | 5750.961 | 182 | 199.76 | 28.642 | PSODP | | 989.7956 | 2861.3122 | 5655.407 | 185 | 215.36 | 115.588 |
| | quartic noise | Rosenbrock | SPSO-BK | Star | 120.0138 | 120.0278 | 0.0110 | −397.0471 | −329.9329 | 41.398 | Ring | 120.1851 | 120.3265 | 0.1013 | −373.0928 | −346.4626 | 25.371 | SPSO-C | Star | 120.5708 | 121.3554 | 0.4501 | −397.2747 | −304.3235 | 40.5292 | Ring | 120.4383 | 120.9911 | 0.3064 | −371.9901 | −339.0829 | 28.481 | CPSO | Star | 120.0379 | 120.0658 | 0.014 | −363.4721 | −294.8193 | 50.003 | Ring | 120.1338 | 120.2321 | 0.043 | 606.9444 | 3907.8062 | 1468.905 | PSOFP | | 120.0224 | 120.0438 | 0.014 | −380.2421 | −290.0060 | 47.549 | PSODP | | 120.0219 | 120.0518 | 0.036 | −368.7163 | −299.5108 | 43.518 |
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