Table 7 24-h forecast metrics
Model | MAE (kWh) | MAPE (%) | RMSE (kWh) | Adjusted R2 |
|---|---|---|---|---|
With CSTEP variables | ||||
FFN | 5.1261 | 6.15 | 6.5972 | 0.9282 |
RNN | 5.5766 | 6.7 | 7.1415 | 0.9146 |
LSTM | 5.4739 | 6.55 | 7.0274 | 0.9157 |
GRU | 5.3879 | 6.49 | 6.8899 | 0.9203 |
Without CSTEP variables | ||||
FFN | 5.2146 | 6.22 | 6.725 | 0.9252 |
RNN | 5.7518 | 6.92 | 7.3522 | 0.9082 |
LSTM | 5.5011 | 6.6 | 7.0516 | 0.9158 |
GRU | 5.4639 | 6.53 | 7.0212 | 0.9172 |