Table 8.

The comparison of different methods with F1-score (* means the best result in the table).

Fault Type	Macro F1-Score (%)
	MCS-BP	MVO-MLP	PSO-BP	GA-BP	PNN	SVM
T3	100.00	100.00	100.00	100.00	100.00	90.91
T1	100.00	92.31	60.00	92.30	44.44	44.44
D2	92.30	100.00	100.00	92.30	100.00	83.33
D1	100.00	100.00	100.00	100.00	100.00	100.00
PD	100.00	92.30	92.30	92.30	92.30	92.31
Macro F1-score	98.46 *	96.92	90.46	95.38	87.35	82.20