Table 2 RMSE values of the prediction results.
Starion name | GRU | CNN-GRU-Luong attention | T-GCN | T-GCN-self attenion | T-GCN-Luong attenion | Combination model |
---|---|---|---|---|---|---|
Pizhou | 2.707 | 2.971 | 2.102 | 2.033 | 2.030 | 1.933 |
Xuzhou | 2.763 | 3.009 | 2.243 | 2.196 | 2.101 | 1.945 |
Muyang | 2.190 | 2.755 | 2.092 | 2.112 | 1.903 | 1.744 |
Guanyun | 2.714 | 2.555 | 2.054 | 2.056 | 1.904 | 1.815 |
Suining | 2.906 | 2.782 | 2.321 | 2.360 | 2.081 | 1.977 |
Xuyi | 2.410 | 2.686 | 2.112 | 2.036 | 1.912 | 1.766 |
Huaian | 2.429 | 2.689 | 2.051 | 2.040 | 1.940 | 1.798 |
Nanjing | 2.819 | 2.659 | 2.267 | 2.231 | 1.866 | 1.784 |
Gaoyou | 2.847 | 2.997 | 1.952 | 2.086 | 1.788 | 1.653 |
Dongtai | 2.875 | 2.612 | 2.151 | 1.998 | 1.967 | 1.736 |
Nantong | 2.627 | 2.636 | 2.176 | 2.085 | 2.009 | 1.871 |
Lusi | 2.972 | 2.382 | 1.959 | 1.947 | 1.837 | 1.804 |
Wuxi | 2.798 | 2.786 | 2.148 | 2.067 | 1.911 | 1.880 |
Kunshan | 2.762 | 2.694 | 2.178 | 2.127 | 1.962 | 1.866 |
Wuxiandongshan | 2.403 | 2.472 | 2.011 | 2.078 | 1.892 | 1.801 |