Research Article
Particle Swarm Optimization Algorithm with Multiple Phases for Solving Continuous Optimization Problems
Table 3
Experimental results for functions
with 50 dimensions.
| Algorithm | Best | Mean | St.D. | Best | Mean | St.D. |
| | Schwefel | Rastrigin | SPSO-BK | Star | 6603.8424 | 9786.6971 | 1359.137 | 497.7579 | 523.1492 | 13.619 | Ring | 16100.4628 | 17437.3017 | 673.960 | 497.7580 | 530.6957 | 14.832 | SPSO-C | Star | 7684.6670 | 9898.3600 | 1218.2453 | 486.8134 | 520.5225 | 15.146 | Ring | 16299.0367 | 17523.4040 | 548.640 | 499.7950 | 530.1292 | 14.646 | CPSO | Star | 6934.3602 | 8761.8199 | 854.741 | 495.7680 | 529.6818 | 22.117 | Ring | 15875.0546 | 17592.1651 | 661.051 | 578.8806 | 631.1157 | 16.836 | PSOFP | | 6144.7441 | 8472.2288 | 1171.500 | 504.7226 | 528.2633 | 13.507 | PSODP | | 5950.1707 | 8369.7773 | 1038.811 | 493.7781 | 525.2104 | 20.126 |
| | noncontinuous Rastrigin | Ackley | SPSO-BK | Star | 186 | 224.58 | 22.039 | 120 | 121.773 | 0.649 | Ring | 232.0000 | 262.7717 | 14.463 | 120.0000 | 120.0213 | 0.149 | SPSO-C | Star | 227 | 269.985 | 21.175 | 121.8030 | 124.3168 | 1.090 | Ring | 239.0000 | 277.1382 | 18.542 | 120.0000 | 120.3807 | 0.558 | CPSO | Star | 211 | 240.6001 | 14.448 | 120 | 120 | 7.15E-14 | Ring | 279.2935 | 321.5721 | 17.248 | 122.7702 | 124.2613 | 0.529 | PSOFP | | 210 | 237.3073 | 19.334 | 120 | 120.0499 | 0.248 | PSODP | | 200 | 241.0076 | 20.067 | 120 | 120.0484 | 0.237 |
| | Griewank | generalized penalized | SPSO-BK | Star | −450 | −449.9769 | 0.033 | −330 | −329.7654 | 0.330 | Ring | −449.9999 | −449.9997 | 0.002 | −329.9999 | −329.9987 | 0.008 | SPSO-C | Star | −449.9999 | −449.8900 | 0.228 | −329.9999 | −329.0989 | 1.123 | Ring | −449.9999 | −449.9989 | 0.004 | −329.9999 | −329.9912 | 0.039 | CPSO | Star | −450 | −449.9902 | 0.012 | −330 | −329.9975 | 0.012 | Ring | −448.2587 | −445.2495 | 1.087 | −329.2803 | −327.6535 | 0.783 | PSOFP | | −450 | −449.9874 | 0.019 | −330 | −329.9763 | 0.051 | PSODP | | −450 | −449.9902 | 0.017 | −330 | −329.9763 | 0.055 |
|
|