Research Article
A Power Forecasting Method for Ultra-Short-Term Photovoltaic Power Generation Using Transformer Model
Table 6
Different model experiment results.
| Subset | Model | MAE | MSE | MAPE |
| Subset 1 | Transformer | 0.187 | 0.106 | 0.832 | GRU | 0.256 | 0.157 | 1.549 | DNN | 0.256 | 0.153 | 1.698 |
| Subset 2 | Transformer | 0.098 | 0.036 | 0.568 | GRU | 0.215 | 0.081 | 1.289 | DNN | 0.216 | 0.104 | 0.974 |
| Subset 3 | Transformer | 0.133 | 0.065 | 0.743 | GRU | 0.158 | 0.079 | 0.754 | DNN | 0.194 | 0.110 | 1.032 |
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