Research Article

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

Table 5

Experimental results for functions with 100 dimensions.

AlgorithmBestMeanSt.D.BestMeanSt.D.

Schwefel Rastrigin
SPSO-BKStar16056.67820638.4852182.500569.3949611.721725.514
Ring34073.73637171.637944.548560.5540627.254625.699
SPSO-CStar16879.29520909.0812451.469552.4806598.606823.697
Ring34864.58837164.686841.829569.4197624.086322.440
CPSOStar15445.32819374.5881691.740585.3142639.108630.012
Ring34235.52137141.853835.129943.51401021.683737.831
PSOFP14734.07418723.6741738.027583.3243648.911726.8680
PSODP14094.63418899.2691994.712574.8307639.907528.179

noncontinuous Rastrigin Ackley
SPSO-BKStar212.0000275.150030.6297122.5793123.58170.7107
Ring307.2505358.345527.633120.0000121.80100.4814
SPSO-CStar288.0000374.450041.1362126.3445128.38481.1134
Ring332.2500395.714134.1028120.0000121.89580.5702
CPSOStar322.0000375.145231.873120.0000120.00000.0001
Ring580.5314660.665134.490123.0676126.43430.7101
PSOFP357360.751038.267120.0000121.64600.485
PSODP280355.148129.234120.0000121.60610.562

Griewank generalized penalized
SPSO-BKStar450−449.84810.2569330−329.65990.3758
Ring−449.9999−449.99940.0022−329.9999329.98800.0334
SPSO-CStar−449.9999−449.46700.6696−329.9999−329.22110.8798
Ring−449.9999449.99950.0024−329.9999−329.95260.0640
CPSOStar−449.9999−449.99330.0092−329.9999−329.97070.0432
Ring−437.0433−428.50812.0322−320.4856−312.04574.2756
PSOFP−449.9999−449.98170.032−329.9999−329.90690.151
PSODP−449.9999−449.98280.031−329.9999−329.92240.108