Table 1 Statistical summary of NO2 prediction model performance

From: Nitrogen dioxide (NO2) Meteorology and predictability for air quality management using TROPOMI

Model

Savanna

Transition

Forest

Coastal

MPD

r

d

MPD

r

d

MPD

r

d

MPD

r

d

Linear

28.84

0.89

0.91

31.77

0.88

0.93

14.74

0.83

0.88

17

0.71

0.81

Ridge

28.59

0.89

0.92

33.02

0.87

0.91

13.96

0.86

0.89

13.84

0.75

0.77

Random Forest

29.01

0.84

0.87

28.41

0.87

0.89

10.11

0.92

0.92

16.51

0.7

0.74

Gradient Boosting

35.69

0.85

0.87

37.76

0.89

0.92

13.73

0.93

0.96

27.17

0.66

0.81

XGBoost

28.86

0.86

0.89

28.65

0.81

0.85

9.87

0.91

0.91

15.35

0.71

0.73