模型 | MaxWindV (大风) | Precipitation (降水) | ||||||
RMSE | MAE | R2 | PCCs | RMSE | MAE | R2 | PCCs | |
DecisionTree | 5.18 | 1.43 | 0.98 | 0.95 | 9.21 | 2.05 | 0.90 | 0.93 |
Linear | 90.29 | 55.01 | 0.18 | 0.42 | 29.72 | 42.61 | 0.41 | 0.65 |
KNN | 57.88 | 28.67 | 0.66 | 0.76 | 13.75 | 29.38 | 0.72 | 0.72 |
RandomForest | 17.12 | 7.69 | 0.97 | 0.88 | 12.70 | 17.26 | 0.85 | 0.89 |
LGBM | 18.29 | 6.79 | 0.96 | 0.96 | 11.68 | 14.59 | 0.89 | 0.85 |
XGBoost | 4.18 | 1.45 | 0.94 | 0.95 | 10.22 | 12.05 | 0.89 | 0.90 |
SVM | 107.42 | 48.90 | 0.15 | 0.42 | 21.46 | 59.55 | 0.14 | 0.34 |
AutoGluon | 4.19 | 0.93 | 0.99 | 0.99 | 6.32 | 1.30 | 0.98 | 0.99 |