Research Article
Particle Swarm Optimization Algorithm with Multiple Phases for Solving Continuous Optimization Problems
Table 2
Experimental results for functions
with 50 dimensions.
| Algorithm | Best | Mean | St.D. | Best | Mean | St.D. |
| | parabolic | Schwefel’s P2.22 | SPSO-BK | Star | −450 | −450 | 4.52E-13 | −330 | −329.9999 | 1.35E-11 | Ring | −449.9999 | −449.9999 | 2.11E-12 | −329.9999 | −329.9999 | 4.37E-12 | SPSO-C | Star | −449.9999 | −449.9999 | 4.12E-09 | −329.9999 | −329.9999 | 3.08E-05 | Ring | −449.9999 | −449.9999 | 3.13E-12 | −329.9999 | −329.9999 | 6.01E-12 | CPSO | Star | −450 | −450 | 5.90E-14 | −330 | −329.8 | 1.4 | Ring | −373.3774 | −191.0975 | 98.981 | −329.8322 | −325.9999 | 2.151 | PSOFP | | −450 | −450 | 1.47E-12 | −329.9999 | −329.9999 | 6.25E-09 | PSODP | | −450 | −450 | 1.91E-12 | −329.9999 | −329.9999 | 1.45E-06 |
| | Schwefel’s P1.2 | step | SPSO-BK | Star | 450.0000 | 550.0000 | 699.9999 | 180 | 188.36 | 13.936 | Ring | 455.3668 | 495.6626 | 38.833 | 266 | 360.46 | 50.708 | SPSO-C | Star | 450.0000 | 450.3961 | 2.748 | 207 | 343.66 | 106.891 | Ring | 450.0958 | 451.3167 | 2.5006 | 373 | 714.3 | 167.178 | CPSO | Star | 476.3968 | 602.0931 | 697.433 | 180 | 180 | 0 | Ring | 3121.6019 | 4966.1359 | 769.950 | 395 | 534.64 | 70.468 | PSOFP | | 450.0476 | 454.3896 | 29.0223 | 180 | 180.4 | 2.107 | PSODP | | 450.0013 | 460.0571 | 34.158 | 180 | 187.54 | 26.872 |
| | quartic noise | Rosenbrock | SPSO-BK | Star | 120.0022 | 120.0044 | 0.001 | −449.9976 | −418.4438 | 24.245 | Ring | 120.0281 | 120.0630 | 0.023 | −444.3137 | −415.0037 | 9.573 | SPSO-C | Star | 120.0408 | 120.1508 | 0.070 | −449.9999 | −448.3351 | 2.378 | Ring | 120.0467 | 120.2094 | 0.085 | −443.4564 | −411.7220 | 17.957 | CPSO | Star | 120.0037 | 120.0090 | 0.002 | −421.5111 | −389.7360 | 27.273 | Ring | 120.0194 | 120.0321 | 0.006 | −218.8776 | 193.7953 | 156.862 | PSOFP | | 120.0026 | 120.0061 | 0.0024 | −439.0752 | −395.1315 | 31.0671 | PSODP | | 120.0029 | 120.0086 | 0.0076 | −444.2963 | −405.6357 | 25.7581 |
|
|