Fire Prediction Based on CatBoost Algorithm

Table 2

Importance index of wildfire impact factors.

Land surface temperature	37.61
Distance from the road	7.31
Maximum wind speed	6.51
Slope	5.15
Aspect (NE)	0.63
Aspect (SW)	0.58
Aspect (N)	0.54
Precipitation	0.37
Wind direction (SW)	0.29
Aspect (E)	0.16
Wind direction (SE)	0.07
Wind direction (NNE)	0.00
Wind direction (ENE)	0.00
Normalized infrared index 7	9.83
Maximum temperature	6.76
Normalized vegetation index	6.24
Wind direction (WSW)	0.67
Aspect (N)	0.62
Aspect (NW)	0.55
Grass	0.44
Aspect (W)	0.35
Wind direction (SSE)	0.28
Wind direction (W)	0.16
Wind direction (E)	0.06
Wind direction (NNW)	0.00
Wind direction (N)	0.00
Elevation	9.69
Distance from cultivated land	6.63
Average relative humidity	5.84
Wind direction (S)	0.65
Aspect (SE)	0.62
Woodland	0.55
Cultivable land	0.42
Wind direction (WNW)	0.32
Wind direction (SSW)	0.27
Wind direction (ESE)	0.12
Wind direction (NW)	0.04
Wind direction (NE)	0.00
Aspect (flag)	0.00