Table 1 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 Alice springs, Australia.
From: Seasonal quantile forecasting of solar photovoltaic power using Q-CNN-GRU
Time | Model | Summer | Spring | Fall | Winter |
---|---|---|---|---|---|
1 h | Q-CNN-GRU | 0.0327 | 0.0346 | 0.0356 | 0.0361 |
Q-LSTM | 0.0421 | 0.0423 | 0.0430 | 0.0456 | |
Q-GRU | 0.0400 | 0.0410 | 0.0420 | 0.0430 | |
6 h | Q-CNN-GRU | 0.0609 | 0.0648 | 0.0655 | 0.0669 |
Q-LSTM | 0.0700 | 0.0710 | 0.0720 | 0.0760 | |
Q-GRU | 0.0617 | 0.0672 | 0.0685 | 0.0734 | |
12 h | Q-CNN-GRU | 0.0734 | 0.0772 | 0.0790 | 0.0831 |
Q-LSTM | 0.0755 | 0.0800 | 0.0825 | 0.0943 | |
Q-GRU | 0.0772 | 0.0795 | 0.0810 | 0.0932 | |
24 h | Q-CNN-GRU | 0.0883 | 0.1052 | 0.1100 | 0.1117 |
Q-LSTM | 0.0903 | 0.1150 | 0.1180 | 0.1450 | |
Q-GRU | 0.1052 | 0.1110 | 0.1155 | 0.1439 |