Open Access
表3
训练集占比40%和50%的预测量化结果
| 训练集 占比/% |
预测方法 | ERMS | EMA | R2 |
| 40 | LSTM | 42.24 | 20.07 | 0.975 |
| Transformer | 35.77 | 14.93 | 0.982 | |
| LSTM-TS | 15.17 | 7.73 | 0.997 | |
| CNN-LSTM | 206.6 | 157.5 | 0.351 | |
| CNN | 196 | 144.2 | 0.02 | |
| 45 | LSTM | 40.931 | 21.458 | 0.974 |
| Transformer | 32.06 | 14.075 | 0.984 | |
| LSTM-TS | 15.434 | 8.388 | 0.996 | |
| CNN-LSTM | 45.7 | 24.2 | 0.968 | |
| CNN | 32.6 | 21.1 | 0.984 |
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