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
|
| Benchmark函数 |
算法 |
MPSO |
QPSO |
IAP-PSO |
EIW-PSO |
CLPSO |
SRPSO |
ELPSO |
|
| f1 |
2.84E+ 04 |
3.84E+ 04 |
3.32E+ 04 |
2.54E+ 03 |
1.29E+ 04 |
1.63E+ 04 |
1.40E+ 04 |
1.88E+ 01 |
| f2 |
3.44E+ 08年 |
6.21E+ 08年 |
4.82E+ 08年 |
7.03E+ 7 |
1.58E+ 08年 |
2.93E+ 08年 |
2.15E+ 08年 |
1.00E+ 7 |
| f3 |
1.38E+ 04 |
1.58E+ 04 |
1.49E+ 04 |
4.96E+ 2 |
1.16E+ 04 |
1.32E+ 04 |
1.24E+ 04 |
4.20E+ 2 |
| f4 |
3.49E+ 00 |
4.58E+ 00 |
4.03E+ 00 |
2.54E+ 00 |
4.34E+ 00 |
3.62E+ 00 |
4.83E−1 |
2.80E−1 |
| f5 |
1.53E+ 03 |
2.58E+ 03 |
2.15E+ 03 |
2.81E+ 2 |
2.88E+ 2 |
3.93E+ 2 |
3.48E+ 2 |
2.46E+ 01 |
| f6 |
1.61E+ 03 |
2.37E+ 03 |
1.98E+ 03 |
2.32E+ 2 |
6.17E+ 2 |
7.64E+ 2 |
7.01E+ 2 |
3.93E+ 01 |
| f7 |
1.30E+ 04 |
5.29E+ 04 |
3.17E+ 04 |
1.06E+ 04 |
2.24E+ 04 |
3.81E+ 04 |
2.79E+ 04 |
1.96E+ 01 |
| f8 |
2.90E+ 03 |
5.19E+ 03 |
3.96E+ 03 |
8.14E+ 2 |
3.08E+ 03 |
3.32E+ 03 |
3.21E+ 03 |
2.97E+ 2 |
| f9 |
2.43E+ 04 |
9.88E+ 05 |
1.08E+ 05 |
2.47E+ 05 |
1.30E+ 2 |
1.32E+ 05 |
7.84E+ 03 |
5.69E+ 01 |
| f10 |
8.21E+ 2 |
3.79E+ 03 |
2.05E+ 03 |
7.09E+ 2 |
4.81E+ 03 |
2.04E+ 03 |
9.86E+ 2 |
6.31E+ 2 |
| f11 |
6.56E+ 03 |
1.16E+ 04 |
8.74E+ 03 |
8.49E+ 03 |
1.37E+ 04 |
1.06E+ 04 |
1.17E+ 03 |
1.42E+ 03 |
| f12 |
7.24E+ 03 |
1.41E+ 04 |
1.07E+ 04 |
1.79E+ 03 |
9.00E+ 03 |
1.68E+ 04 |
1.18E+ 04 |
1.71E+ 03 |
|
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