Research Article

Particle Swarm Optimization Algorithm with Multiple Phases for Solving Continuous Optimization Problems

Table 2

Experimental results for functions with 50 dimensions.

AlgorithmBestMeanSt.D.BestMeanSt.D.

parabolic Schwefel’s P2.22
SPSO-BKStar−450−4504.52E-13−330−329.99991.35E-11
Ring−449.9999−449.99992.11E-12−329.9999−329.99994.37E-12
SPSO-CStar−449.9999−449.99994.12E-09−329.9999329.99993.08E-05
Ring−449.9999−449.99993.13E-12−329.9999−329.99996.01E-12
CPSOStar−450−4505.90E-14−330−329.81.4
Ring−373.3774−191.097598.981−329.8322−325.99992.151
PSOFP−450−4501.47E-12−329.9999−329.99996.25E-09
PSODP−450−4501.91E-12−329.9999−329.99991.45E-06

Schwefel’s P1.2 step
SPSO-BKStar450.0000550.0000699.9999180188.3613.936
Ring455.3668495.662638.833266360.4650.708
SPSO-CStar450.0000450.39612.748207343.66106.891
Ring450.0958451.31672.5006373714.3167.178
CPSOStar476.3968602.0931697.4331801800
Ring3121.60194966.1359769.950395534.6470.468
PSOFP450.0476454.389629.0223180180.42.107
PSODP450.0013460.057134.158180187.5426.872

quartic noise Rosenbrock
SPSO-BKStar120.0022120.00440.001−449.9976−418.443824.245
Ring120.0281120.06300.023−444.3137−415.00379.573
SPSO-CStar120.0408120.15080.070−449.9999−448.33512.378
Ring120.0467120.20940.085−443.4564−411.722017.957
CPSOStar120.0037120.00900.002−421.5111−389.736027.273
Ring120.0194120.03210.006−218.8776193.7953156.862
PSOFP120.0026120.00610.0024−439.0752−395.131531.0671
PSODP120.0029120.00860.0076−444.2963−405.635725.7581