Research Article

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

Table 3

Experimental results for functions with 50 dimensions.

AlgorithmBestMeanSt.D.BestMeanSt.D.

Schwefel Rastrigin
SPSO-BKStar6603.84249786.69711359.137497.7579523.149213.619
Ring16100.462817437.3017673.960497.7580530.695714.832
SPSO-CStar7684.66709898.36001218.2453486.8134520.522515.146
Ring16299.036717523.4040548.640499.7950530.129214.646
CPSOStar6934.36028761.8199854.741495.7680529.681822.117
Ring15875.054617592.1651661.051578.8806631.115716.836
PSOFP6144.74418472.22881171.500504.7226528.263313.507
PSODP5950.17078369.77731038.811493.7781525.210420.126

noncontinuous Rastrigin Ackley
SPSO-BKStar186224.5822.039120121.7730.649
Ring232.0000262.771714.463120.0000120.02130.149
SPSO-CStar227269.98521.175121.8030124.31681.090
Ring239.0000277.138218.542120.0000120.38070.558
CPSOStar211240.600114.4481201207.15E-14
Ring279.2935321.572117.248122.7702124.26130.529
PSOFP210237.307319.334120120.04990.248
PSODP200241.007620.067120120.04840.237

Griewank generalized penalized
SPSO-BKStar−450−449.97690.033−330−329.76540.330
Ring−449.9999−449.99970.002−329.9999−329.99870.008
SPSO-CStar−449.9999−449.89000.228−329.9999−329.09891.123
Ring−449.9999−449.99890.004−329.9999−329.99120.039
CPSOStar−450−449.99020.012−330−329.99750.012
Ring−448.2587−445.24951.087−329.2803−327.65350.783
PSOFP−450−449.98740.019−330−329.97630.051
PSODP−450−449.99020.017−330−329.97630.055