Open Access
表3
运行结果对比
| 函数 | 准则 | Breed PSO | XPSO | ASAPSO | AHAPSO | SLPSO | AWPSO | DNSPSO | ESLPSO |
| f1 | Mean | 1.09×10-3 | 6.09×10-181 | 8.52×10-80 | 6.53×10-112 | 1.37×10-121 | 2.66×10-2 | 9.82×10-100 | 0.00 |
| Best value | 2.73×10-4 | 2.08×10-229 | 1.93×10-141 | 1.36×10-149 | 5.90×10-118 | 9.94×10-3 | 7.00×10-104 | 0.00 | |
| Std. Dev. | 1.31×10-3 | 0.00 | 2.69×10-79 | 1.60×10-111 | 1.06×10-117 | 1.27×10-2 | 1.85×10-99 | 0.00 | |
| f2 | Mean | 1.42×10-1 | 5.25×10-75 | 7.81×10-26 | 1.46×10-54 | 4.00×10-66 | 2.30×10-1 | 3.42×10-50 | 2.65×10-160 |
| Best value | 3.20×10-2 | 1.53×10-85 | 6.90×10-63 | 1.49×10-66 | 5.09×10-73 | 1.30×10-1 | 1.27×10-51 | 8.05×10-171 | |
| Std. Dev. | 3.23×10-3 | 1.36×10-74 | 1.59×10-25 | 3.13×10-54 | 1.05×10-65 | 7.19×10-2 | 5.72×10-50 | 1.96×10-161 | |
| f3 | Mean | 3.36×101 | 2.85 | 2.69×101 | 2.65×101 | 5.68 | 4.72×101 | 8.68×10-2 | 1.07 |
| Best value | 2.84×101 | 2.44×10-3 | 2.68×101 | 2.85×101 | 1.48×10-2 | 2.82×101 | 6.04×10-2 | 6.16×10-2 | |
| Std. Dev. | 1.94×101 | 3.35 | 6.18×10-3 | 1.11×10-1 | 9.97 | 2.99×101 | 1.83×10-2 | 1.75 | |
| f4 | Mean | 5.97×103 | 3.17×103 | 1.62×103 | 1.88×103 | 1.63×103 | 6.88×103 | 4.23×103 | 1.29×103 |
| Best value | 5.00×103 | 2.47×103 | 1.28×103 | 1.28×103 | 1.28×103 | 6.14×103 | 2.28×103 | 8.29×102 | |
| Std. Dev. | 6.76×102 | 3.95×102 | 2.74×102 | 4.96×102 | 2.74×102 | 6.21×102 | 1.34×103 | 1.29×103 | |
| f5 | Mean | 3.32×101 | 1.58×101 | 1.44×101 | 1.66×101 | 1.95×101 | 2.76×101 | 2.47×102 | 0.00 |
| Best value | 1.89×101 | 3.83 | 0.00 | 0.00 | 1.29×101 | 2.19×101 | 2.08×102 | 0.00 | |
| Std. Dev. | 9.20 | 3.83 | 1.39×101 | 1.00×101 | 2.74 | 3.19 | 2.92×101 | 0.00 | |
| f6 | Mean | 3.60 | 6.86×10-15 | 1.47×10-14 | 7.99×10-15 | 6.93×10-15 | 5.91×10-1 | 2.66×10-15 | 0.00 |
| Best value | 3.22 | 6.22×10-15 | 2.66×10-15 | 8.88×10-16 | 2.66×10-15 | 9.22×10-2 | 2.66×10-15 | 0.00 | |
| Std. Dev. | 3.44×10-1 | 2.14×10-15 | 2.70×10-14 | 8.52×10-15 | 3.89×10-15 | 4.83×10-1 | 0.00 | 0.00 | |
| f7 | Mean | 2.92×10-5 | 1.11×10-16 | 0.00 | 0.00 | 0.00 | 3.63×10-4 | 0.00 | 0.00 |
| Best value | 7.40×10-6 | 1.11×10-16 | 0.00 | 0.00 | 0.00 | 1.61×10-4 | 0.00 | 0.00 | |
| Std. Dev. | 2.31×10-5 | 2.60×10-32 | 0.00 | 0.00 | 0.00 | 1.09×10-4 | 0.00 | 0.00 | |
| f8 | Mean | 6.70×10-1 | 1.57×10-32 | 1.57×10-32 | 1.57×10-32 | 1.57×10-32 | 3.21×10-1 | 2.58×10-5 | 1.57×10-32 |
| Best value | 6.49×10-3 | 1.57×10-32 | 1.57×10-32 | 1.57×10-32 | 1.57×10-32 | 1.57×10-32 | 1.24×10-5 | 1.57×10-32 | |
| Std. Dev. | 5.69×10-1 | 0.00 | 0.00 | 0.00 | 0.00 | 7.60×10-4 | 9.43×10-6 | 0.00 | |
| f9 | Mean | 2.68 | 1.35×10-32 | 1.17×10-2 | 1.29×10-2 | 1.57×10-32 | 1.58×10-1 | 3.34×10-4 | 1.35×10-32 |
| Best value | 4.43×10-1 | 1.35×10-32 | 1.35×10-32 | 1.35×10-32 | 1.57×10-32 | 6.40×10-2 | 1.76×10-4 | 1.35×10-32 | |
| Std. Dev. | 3.40 | 0.00 | 1.17×10-2 | 1.81×10-2 | 0.00 | 1.42×10-1 | 1.16×10-4 | 0.00 | |
| f10 | Mean | 4.00 | 7.998×10-15 | 3.30×10-1 | 2.49×10-1 | 6.81×10-15 | 2.16 | 3.73×10-15 | 8.88×10-16 |
| Best value | 3.10 | 7.99×10-15 | 8.88×10-16 | 8.88×10-16 | 4.44×10-15 | 1.36 | 8.88×10-16 | 8.88×10-16 | |
| Std. Dev. | 6.38×10-1 | 1.66×10-30 | 7.38×10-1 | 5.56×10-1 | 1.83×10-15 | 6.02×10-1 | 1.59×10-15 | 0.00 | |
| f11 | Mean | 2.96×10-2 | 2.77×10-3 | 0.00 | 6.12×10-2 | 3.20×10-3 | 1.72×10-1 | 0.00 | 0.00 |
| Best value | 9.49×10-3 | 0.00 | 0.00 | 0.00 | 0.00 | 1.44×10-1 | 0.00 | 0.00 | |
| Std. Dev. | 2.39×10-2 | 7.83×10-3 | 0.00 | 8.49×10-2 | 4.20×10-3 | 1.71×10-2 | 0.00 | 0.00 | |
| f12 | Mean | 2.28×101 | 0.00 | 0.00 | 0.00 | 0.00 | 5.50 | 0.00 | 0.00 |
| Best value | 1.40×101 | 0.00 | 0.00 | 0.00 | 0.00 | 2.00 | 0.00 | 0.00 | |
| Std. Dev. | 8.70 | 0.00 | 0.00 | 0.00 | 0.00 | 3.39 | 0.00 | 0.00 |
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