Table 6 One-hour forecast metrics
Model | MAE (kWh) | MAPE (%) | RMSE (kWh) | Adjusted R2 |
|---|---|---|---|---|
With CSTEP variables | ||||
FFN | 3.9064 | 4.65 | 5.2668 | 0.9681 |
RNN | 4.1338 | 5.14 | 5.4095 | 0.9663 |
LSTM | 3.9887 | 4.72 | 5.4451 | 0.9659 |
GRU | 4.0633 | 4.91 | 5.3968 | 0.9665 |
Without CSTEP variables | ||||
FFN | 5.1670 | 6.43 | 6.6406 | 0.9494 |
RNN | 4.3655 | 5.49 | 5.6194 | 0.9637 |
LSTM | 3.9674 | 4.71 | 5.3706 | 0.9669 |
GRU | 4.0991 | 4.94 | 5.4944 | 0.9653 |