Table 2 CRPS values for the three models (Q-CNNGRU, Q-LSTM, Q-GRU) across all four seasons (summer, winter, fall, spring) and forecasting horizons (1 h, 6 h, 12 h, 24 h) for bill, the Netherlands.
From: Seasonal quantile forecasting of solar photovoltaic power using Q-CNN-GRU
Time | Model | Winter | Fall | Summer | Spring |
---|---|---|---|---|---|
1 h | Q-CNN-GRU | 0.0386 | 0.0650 | 0.0842 | 0.1274 |
Q-LSTM | 0.0842 | 0.1034 | 0.1185 | 0.1274 | |
Q-GRU | 0.1185 | 0.0950 | 0.1034 | 0.1274 | |
6 h | Q-CNN-GRU | 0.0658 | 0.0875 | 0.1255 | 0.1261 |
Q-LSTM | 0.0875 | 0.1100 | 0.1255 | 0.1261 | |
Q-GRU | 0.1255 | 0.1025 | 0.1261 | 0.1261 | |
12 h | Q-CNN-GRU | 0.0803 | 0.0994 | 0.1300 | 0.1448 |
Q-LSTM | 0.0994 | 0.1225 | 0.1367 | 0.1448 | |
Q-GRU | 0.1300 | 0.1378 | 0.1390 | 0.1448 | |
24 h | Q-CNN-GRU | 0.0884 | 0.1075 | 0.1367 | 0.1487 |
Q-LSTM | 0.1487 | 0.1498 | 0.1507 | 0.1512 | |
Q-GRU | 0.1367 | 0.1385 | 0.1448 | 0.1487 |