Table 3 MAEs of the prediction results.
Starion name | GRU | CNN-GRU-Luong attention | T-GCN | T-GCN-self attenion | T-GCN-Luong attenion | Combination model |
---|---|---|---|---|---|---|
Pizhou | 1.835 | 2.297 | 1.645 | 1.577 | 1.549 | 1.401 |
Xuzhou | 1.833 | 2.373 | 1.804 | 1.759 | 1.621 | 1.465 |
Muyang | 1.602 | 2.094 | 1.717 | 1.696 | 1.474 | 1.254 |
Guanyun | 1.745 | 1.972 | 1.638 | 1.603 | 1.459 | 1.356 |
Suining | 1.985 | 2.171 | 1.874 | 1.954 | 1.622 | 1.461 |
Xuyi | 1.721 | 2.035 | 1.676 | 1.607 | 1.462 | 1.307 |
Huaian | 1.713 | 2.022 | 1.616 | 1.568 | 1.493 | 1.303 |
Nanjing | 2.164 | 2.114 | 1.872 | 1.817 | 1.448 | 1.398 |
Gaoyou | 1.859 | 2.215 | 1.572 | 1.628 | 1.365 | 1.226 |
Dongtai | 1.896 | 1.966 | 1.692 | 1.514 | 1.495 | 1.260 |
Nantong | 1.854 | 1.987 | 1.683 | 1.555 | 1.502 | 1.357 |
Lusi | 1.843 | 1.759 | 1.500 | 1.461 | 1.348 | 1.246 |
Wuxi | 1.920 | 2.160 | 1.660 | 1.627 | 1.464 | 1.417 |
Kunshan | 1.874 | 2.044 | 1.663 | 1.665 | 1.492 | 1.344 |
Wuxiandongshan | 1.664 | 1.896 | 1.600 | 1.646 | 1.428 | 1.309 |