Fault Identification of UHVDC Transmission Based on DF-AD and Ensemble Learning

Table 10

The performance evaluation indices of each model.

Type	KS	MAE	Precision	Recall	F1	Accuracy (%)
LightGBM	0.9407	0.1016	0.9572	0.9552	0.9537	94.92
KNN	0.9629	0.0635	0.9733	0.9722	0.9711	96.82
NB	0.8592	0.2603	0.8862	0.8908	0.8858	87.94
Proposed	0.9889	0.0095	0.9909	0.9908	0.9908	99.05