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

Table 5

The results of typical models with the human index in Anhui province.

	Index	Model 1 with human index	Model 2 with human index	Model 3 with human index	Model 4 with human index	Model 5 with human index
Training	Traditional accuracy rate	0.9735	0.9758	0.9749	0.9790	0.9790
	Weighted accuracy rate	1.0625	1.0707	1.0652	1.0853	1.0853
	Traditional accuracy rate of fire level 1	1	1	1	1	1
	Traditional accuracy rate of fire level 2	0.2167	0.2667	0.2667	0.3	0.3
	Traditional accuracy rate of fire level 3	0.5	0.5714	0.5	0.7857	0.7857
	Traditional accuracy rate of fire level 4	0.8518	0.8889	0.8518	0.9630	0.9630
Test	Traditional accuracy rate	0.9890	0.9890	0.9886	0.9895	0.9895
	Weighted accuracy rate	1.0146	1.0155	1.0146	1.0178	1.0178
	Traditional accuracy rate of fire level 1	1	1	1	0.9995	0.9995
	Traditional accuracy rate of fire level 2	0.1667	0.125	0.0833	0.1667	0.1667
	Traditional accuracy rate of fire level 3	0.25	0.5	0.5	0.75	0.75
	Traditional accuracy rate of fire level 4	0.875	0.875	0.875	0.875	0.875