Station | Station 4 | Station 18 | Station 30 | |||||||||
指标 | RMSE | R2 | MAE | WMAPE | RMSE | R2 | MAE | WMAPE | RMSE | R2 | MAE | WMAPE |
XGBoost | 42.087 | 0.992 | 27.479 | 0.072 | 53.127 | 0.990 | 33.847 | 0.075 | 19.422 | 0.983 | 14.409 | 0.101 |
Random Forest | 58.129 | 0.982 | 39.967 | 0.104 | 114.367 | 0.954 | 70.772 | 0.157 | 21.791 | 0.979 | 17.125 | 0.117 |
LSTM | 47.464 | 0.988 | 30.630 | 0.080 | 86.312 | 0.974 | 47.905 | 0.106 | 18.509 | 0.985 | 14.716 | 0.101 |
CNN | 46.200 | 0.988 | 29.496 | 0.077 | 63.543 | 0.986 | 39.538 | 0.088 | 20.489 | 0.981 | 29.496 | 0.077 |
GCN | 43.169 | 0.989 | 29.053 | 0.076 | 72.982 | 0.981 | 41.733 | 0.093 | 19.197 | 0.983 | 14.435 | 0.101 |
GCN-CNN | 41.386 | 0.991 | 25.565 | 0.067 | 37.533 | 0.995 | 26.535 | 0.059 | 15.997 | 0.988 | 12.245 | 0.085 |