误差 | 模型 | j = −5 (−279.0640 dB) | j = −4 (−233.0123 dB) | j = −3 (−186.9606 dB) | j = −2 (−140.9089 dB) | j = −1 (−94.8572 dB) | j = 0 (−48.8055 dB) |
RMSE | CNN | 0.0036 | 0.0033 | 0.0031 | 0.0030 | 0.0021 | 0.0006 |
| LSTM | 0.0041 | 0.0042 | 0.0015 | 0.0024 | 0.0013 | 0.0007 |
| CNN-LSTM | 0.0043 | 0.0038 | 0.0028 | 0.0026 | 0.0010 | 0.0008 |
| LSSVM | 0.0053 | 0.0044 | 0.0041 | 0.0021 | 0.0013 | 0.0010 |
| Att-CNN-LSTM | 0.0022 | 0.0019 | 0.0018 | 0.0016 | 0.0008 | 0.0003 |
MAE | CNN | 0.0089 | 0.0052 | 0.0050 | 0.0048 | 0.0046 | 0.0026 |
| LSTM | 0.0058 | 0.0053 | 0.0022 | 0.021 | 0.0018 | 0.0009 |
| CNN-LSTM | 0.0093 | 0.0085 | 0.0056 | 0.0050 | 0.0012 | 0.0010 |
| LSSVM | 0.0060 | 0.0056 | 0.0054 | 0.0048 | 0.0039 | 0.0033 |
| Att-CNN-LSTM | 0.0046 | 0.0033 | 0.0031 | 0.0024 | 0.0009 | 0.0004 |
MAPE | CNN | 0.3492 | 0.3626 | 0.3371 | 0.3095 | 0.1626 | 0.0726 |
| LSTM | 0.3203 | 0.2884 | 0.1484 | 0.1119 | 0.1126 | 0.0588 |
| CNN-LSTM | 0.4484 | 0.3806 | 0.2210 | 0.1572 | 0.0725 | 0.0614 |
| LSSVM | 0.4631 | 0.3632 | 0.3048 | 0.2015 | 0.1620 | 0.0918 |
| Att-CNN-LSTM | 0.3189 | 0.1903 | 0.1479 | 0.1523 | 0.0589 | 0.0211 |
RMSPE | CNN | 0.5284 | 0.4889 | 0.4385 | 0.3863 | 0.1889 | 0.0886 |
| LSTM | 0.4692 | 0.3949 | 0.1834 | 0.1417 | 0.1314 | 0.0687 |
| CNN-LSTM | 0.3949 | 0.5654 | 0.4018 | 0.3507 | 0.0822 | 0.0696 |
| LSSVM | 0.9191 | 0.7803 | 0.7419 | 0.7398 | 0.7153 | 0.3156 |
| Att-CNN-LSTM | 0.3571 | 0.1087 | 0.1747 | 0.1832 | 0.0679 | 0.0328 |