研究文章
网络安全形势预测模型基于EMD和ELPSO BiGRU神经网络进行了优化
|
| 基准测试函数 |
算法 |
MPSO |
QPSO |
IAP-PSO |
EIW-PSO |
CLPSO |
SRPSO |
ELPSO |
|
| f1 |
2.36E+ 2 |
1.30E+ 03 |
7.76E+ 2 |
2.70E+ 2 |
3.56E+ 03 |
4.02E+ 2 |
8.88E+ 2 |
0.00E+ 00 |
| f2 |
3.04E+ 05 |
2.54E+ 06 |
6.31E+ 06 |
1.28E+ 06 |
1.16E+ 7 |
5.00E+ 06 |
2.57E+ 06 |
1.25E+ 05 |
| f3 |
1.08E+ 03 |
1.92E+ 03 |
1.57E+ 03 |
2.81E+ 2 |
6.42E+ 2 |
2.01E+ 03 |
1.20E+ 03 |
2.24E+ 2 |
| f4 |
6.01E−1 |
1.89E+ 00 |
1.35E+ 00 |
2.45E−1 |
4.14E+ 00 |
1.86E+ 00 |
1.16E+ 00 |
2.08E−1 |
| f5 |
9.28E+ 01 |
1.49E+ 2 |
1.17E+ 2 |
1.51E+ 01 |
6.72E+ 00 |
5.25E+ 01 |
3.18E+ 01 |
3.00E+ 00 |
| f6 |
8.97E+ 01 |
1.57E+ 2 |
1.21E+ 2 |
1.45E+ 01 |
2.03E+ 01 |
6.13E+ 01 |
4.56E+ 01 |
1.42E+ 01 |
| f7 |
7.96E+ 00 |
2.08E+ 01 |
1.26E+ 01 |
2.63E+ 00 |
9.06E−00 |
2.99E+ 2 |
5.24E+ 01 |
4.72E−1 |
| f8 |
3.61E+ 2 |
5.57E+ 2 |
4.72E+ 2 |
5.28E+ 01 |
8.11E+ 01 |
5.19E+ 2 |
3.99E+ 2 |
2.00E+ 2 |
| f9 |
1.37E+ 03 |
1.91E+ 03 |
1.65E+ 03 |
3.15E+ 2 |
1.90E+ 03 |
7.88E+ 2 |
3.06E+ 2 |
1.60E+ 2 |
| f10 |
1.22E+ 03 |
2.05E+ 03 |
1.55E+ 03 |
9.21E+ 2 |
1.91E+ 03 |
1.38E+ 03 |
2.76E+ 2 |
2.03E+ 2 |
| f11 |
5.96E+ 2 |
1.99E+ 03 |
1.32E+ 03 |
3.55E+ 2 |
4.49E+ 2 |
1.69E+ 03 |
1.04E+ 03 |
2.84E+ 2 |
| f12 |
4.13E+ 2 |
1.77E+ 03 |
8.19E+ 2 |
3.53E+ 2 |
3.87E+ 2 |
2.33E+ 03 |
1.03E+ 03 |
2.03E+ 2 |
|
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