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