Research Article
Improved Quantum-Behaved Particle Swarm Algorithm Based on Levy Flight
Table 3
Test function optimization results.
| | Dimension | Function | QPSO | G-QPSO | PSO | | Mean values | Worst values | Best values | Mean values | Worst values | Best values | Mean values | Worst values | Best values |
| | 2 | f9 | 8.50E−07 | 1.50E−05 | 9.19E−12 | 1.03E−11 | 5.39E−11 | 1.98E−21 | 2.79E−11 | 5.62E−11 | 5.13E−17 | | f10 | 0.0025 | 0.0148 | 1.37E−07 | 0.000074054 | 0.0074 | 0 | 0.0034 | 0.0104 | 9.94E−11 | | f11 | 1.41E−06 | 1.63E−05 | 9.31E−10 | 8.88E−16 | 8.88E−16 | 8.88E−16 | 5.61E−06 | 6.07E−05 | 6.68E−08 | | f12 | 2.88E−04 | 0.0116 | 8.66E−07 | 0 | 0 | 0 | 1.37E−10 | 2.10E−09 | 2.13E−14 | | f13 | 1.96E−121 | 1.96E−119 | 2.32E−158 | 0 | 0 | 0 | 1.71E−10 | 4.73E−09 | 4.13E−15 | | f14 | 1.48E−132 | 7.41E−131 | 8.96E−171 | 0 | 0 | 0 | 8.32E−16 | 1.55E−14 | 1.29E−19 | | f15 | 6.89E−05 | 0.001 | 8.50E−10 | 3.59E−08 | 5.48E−07 | 8.04E−17 | 5.36E−10 | 4.54E−09 | 9.46E−15 |
| | 10 | f9 | 0.0026 | 0.0086 | 3.87E−04 | 3.37E−08 | 2.82E−07 | 4.37E−12 | 0.0022 | 0.09 | 3.98E−06 | | f10 | 6.78E−06 | 2.70E−04 | 2.41E−14 | 0 | 0 | 0 | 0.2416 | 0.5695 | 0.0672 | | f11 | 5.56E−06 | 4.57E−04 | 4.70E−09 | 9.59E−16 | 4.44E−15 | 8.88E−16 | 0.4529 | 2.6358 | 0.0158 | | f12 | 8.15E−05 | 0.0012 | 2.01E−11 | 0 | 0 | 0 | 9.8506 | 21.7551 | 3.0815 | | f13 | 2.34E−120 | 2.19E−118 | 5.42E−144 | 3.59E−289 | 3.54E−287 | 0 | 0.102 | 2.5406 | 0.0015 | | f14 | 9.48E−142 | 4.54E−140 | 6.33E−171 | 0 | 0 | 0 | 9.42E−10 | 5.07E−09 | 1.54E−12 | | f15 | 7.2605 | 8.0118 | 5.5239 | 5.878 | 6.2673 | 5.0525 | 19.8227 | 142.6981 | 2.1855 |
| | 20 | f9 | 0.017 | 0.0371 | 0.0044 | 1.32E−07 | 1.13E−06 | 4.98E−10 | 0.1884 | 0.7169 | 0.02 | | f10 | 7.20E−07 | 1.18E−05 | 5.25E−14 | 0 | 0 | 0 | 1.0726 | 1.2444 | 0.9007 | | f11 | 1.42E−06 | 2.68E−05 | 9.33E−09 | 8.88E−16 | 8.88E−16 | 8.88E−16 | 2.7984 | 3.9679 | 1.6448 | | f12 | 4.34E−05 | 7.94E−04 | 7.83E−13 | 0 | 0 | 0 | 43.0525 | 83.8204 | 18.0085 | | f13 | 1.87E−116 | 1.86E−114 | 2.06E−143 | 2.14E−292 | 9.09E−163 | 0 | 40.565 | 143.7086 | 10.9991 | | f14 | 2.98E−140 | 1.48E−138 | 8.67E−167 | 0 | 0 | 0 | 1.40E−08 | 8.78E−08 | 1.92E−10 | | f15 | 17.7826 | 18.5267 | 16.9326 | 16.7608 | 17.0947 | 16.4504 | 131.9277 | 341.1925 | 28.2159 |
| | 30 | f9 | 0.037 | 0.0686 | 0.0088 | 4.06E−07 | 2.94E−06 | 1.39E−09 | 1.0181 | 3.1553 | 0.311 | | f10 | 3.64E−07 | 7.55E−06 | 1.48E−14 | 0 | 0 | 0 | 1.673 | 2.6495 | 1.2062 | | f11 | 1.57E−06 | 1.62E−05 | 4.58E−08 | 8.88E−16 | 8.88E−16 | 8.88E−16 | 4.1699 | 5.8288 | 2.8203 | | f12 | 4.43E−05 | 0.0013 | 4.23E−13 | 0 | 0 | 0 | 101.4013 | 167.6426 | 49.3847 | | f13 | 5.73E−120 | 4.45E−118 | 4.05E−143 | 4.23E−311 | 4.09E−309 | 0 | 528.0399 | 2020 | 176.5473 | | f14 | 3.06E−138 | 3.07E−136 | 2.78E−172 | 0 | 0 | 0 | 4.34E−08 | 3.91E−07 | 6.44E−10 | | f15 | 27.9465 | 28.6972 | 26.5907 | 27.157 | 27.5422 | 26.8536 | 336.6403 | 967.2821 | 159.5259 |
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