Research Article
Particle Swarm Optimization Algorithm with Multiple Phases for Solving Continuous Optimization Problems
Table 5
Experimental results for functions
with 100 dimensions.
| Algorithm | Best | Mean | St.D. | Best | Mean | St.D. |
| | Schwefel | Rastrigin | SPSO-BK | Star | 16056.678 | 20638.485 | 2182.500 | 569.3949 | 611.7217 | 25.514 | Ring | 34073.736 | 37171.637 | 944.548 | 560.5540 | 627.2546 | 25.699 | SPSO-C | Star | 16879.295 | 20909.081 | 2451.469 | 552.4806 | 598.6068 | 23.697 | Ring | 34864.588 | 37164.686 | 841.829 | 569.4197 | 624.0863 | 22.440 | CPSO | Star | 15445.328 | 19374.588 | 1691.740 | 585.3142 | 639.1086 | 30.012 | Ring | 34235.521 | 37141.853 | 835.129 | 943.5140 | 1021.6837 | 37.831 | PSOFP | | 14734.074 | 18723.674 | 1738.027 | 583.3243 | 648.9117 | 26.8680 | PSODP | | 14094.634 | 18899.269 | 1994.712 | 574.8307 | 639.9075 | 28.179 |
| | noncontinuous Rastrigin | Ackley | SPSO-BK | Star | 212.0000 | 275.1500 | 30.6297 | 122.5793 | 123.5817 | 0.7107 | Ring | 307.2505 | 358.3455 | 27.633 | 120.0000 | 121.8010 | 0.4814 | SPSO-C | Star | 288.0000 | 374.4500 | 41.1362 | 126.3445 | 128.3848 | 1.1134 | Ring | 332.2500 | 395.7141 | 34.1028 | 120.0000 | 121.8958 | 0.5702 | CPSO | Star | 322.0000 | 375.1452 | 31.873 | 120.0000 | 120.0000 | 0.0001 | Ring | 580.5314 | 660.6651 | 34.490 | 123.0676 | 126.4343 | 0.7101 | PSOFP | | 357 | 360.7510 | 38.267 | 120.0000 | 121.6460 | 0.485 | PSODP | | 280 | 355.1481 | 29.234 | 120.0000 | 121.6061 | 0.562 |
| | Griewank | generalized penalized | SPSO-BK | Star | −450 | −449.8481 | 0.2569 | −330 | −329.6599 | 0.3758 | Ring | −449.9999 | −449.9994 | 0.0022 | −329.9999 | −329.9880 | 0.0334 | SPSO-C | Star | −449.9999 | −449.4670 | 0.6696 | −329.9999 | −329.2211 | 0.8798 | Ring | −449.9999 | −449.9995 | 0.0024 | −329.9999 | −329.9526 | 0.0640 | CPSO | Star | −449.9999 | −449.9933 | 0.0092 | −329.9999 | −329.9707 | 0.0432 | Ring | −437.0433 | −428.5081 | 2.0322 | −320.4856 | −312.0457 | 4.2756 | PSOFP | | −449.9999 | −449.9817 | 0.032 | −329.9999 | −329.9069 | 0.151 | PSODP | | −449.9999 | −449.9828 | 0.031 | −329.9999 | −329.9224 | 0.108 |
|
|