Research Article
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 |
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