Research and Application of Fire Forecasting Model for Electric Transmission Lines Incorporating Meteorological Data and Human Activities

Table 3

The results of typical models without the human index in Anhui province.

	Index	Model 1	Model 2	Model 3	Model 4	Model 5
Training	Traditional accuracy rate	0.9539	0.9557	0.9544	0.9594	0.9594
	Weighted accuracy rate	0.9539	0.9658	0.9576	0.9891	0.9891
	Traditional accuracy rate of fire level 1	1	1	1	0.9995	0.9995
	Traditional accuracy rate of fire level 2	0	0.0167	0	0.05	0.05
	Traditional accuracy rate of fire level 3	0	0	0	0.1429	0.1429
	Traditional accuracy rate of fire level 4	0	0.1111	0.0370	0.2963	0.2963
Test	Traditional accuracy rate	0.9836	0.9831	0.9836	0.9781	0.9781
	Weighted accuracy rate	0.9836	0.9895	0.9836	0.9813	0.9813
	Traditional accuracy rate of fire level 1	1	0.9986	1	0.9940	0.9940
	Traditional accuracy rate of fire level 2	0	0	0	0	0
	Traditional accuracy rate of fire level 3	0	0	0	0	0
	Traditional accuracy rate of fire level 4	0	0.25	0	0.125	0.125