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
|
| 序列号 |
英国石油公司 |
LSTM |
BiGRU |
ELPSO-BiGRU |
EMD-ELPSO-BiGRU |
|
| 1 |
0.01014 |
0.09067 |
0.0056 |
0.00266 |
0.00069 |
| 2 |
0.00791 |
0.06355 |
0.00547 |
0.00211 |
0.00254 |
| 3 |
0.00803 |
0.08235 |
0.00707 |
0.00213 |
0.00290 |
| 4 |
0.01153 |
0.08235 |
0.00707 |
0.00213 |
0.00116 |
| 5 |
0.01041 |
0.10887 |
0.00496 |
0.00377 |
0.00037 |
| 6 |
0.01006 |
0.10584 |
0.0058 |
0.00443 |
0.00017 |
| 7 |
0.01043 |
0.02663 |
0.00674 |
0.00209 |
0.00051 |
| 8 |
0.00904 |
0.03808 |
0.00634 |
0.00223 |
0.00071 |
| 9 |
0.00026 |
0.00825 |
0.01207 |
0.00047 |
0.00205 |
| 10 |
0.00849 |
0.05474 |
0.00904 |
0.00075 |
0.00014 |
| 11 |
0.00268 |
0.01946 |
0.00955 |
0.00883 |
0.00331 |
| 12 |
0.00733 |
0.0477 |
0.01169 |
0.02419 |
0.00343 |
| 13 |
0.00483 |
0.09163 |
0.00756 |
0.00587 |
0.00276 |
| 14 |
0.00918 |
0.15478 |
0.0063 |
0.00414 |
0.00157 |
| 15 |
0.00989 |
0.12663 |
0.00424 |
0.00485 |
0.00211 |
| 16 |
0.00909 |
0.03466 |
0.00768 |
0.00258 |
0.00045 |
| 17 |
0.00875 |
0.0201 |
0.00778 |
0.00035 |
0.00107 |
| 18 |
0.00116 |
0.07084 |
0.01005 |
0.01816 |
0.03832 |
|
|