Table 7.
Fault Type | Accuracy (%) | ||||||
---|---|---|---|---|---|---|---|
ISSA-PNN | BA-BP | CS-BP | GA-BP | MLP | SVM | IEC | |
LT (<150 ℃) | 98.59 | 99.06 | 94.34 | 99.06 | 91.55 | 84.51 | 97.17 |
LT (150–300 ℃) | 100.00 | 92.31 | 100.00 | 92.31 | 100.00 | 92.31 | 100.00 |
PD | 100.00 | 100.00 | 100.00 | 100.00 | 62.50 | 75.00 | 7.14 |
AD | 100.00 | 95.45 | 90.91 | 81.82 | 78.95 | 68.42 | 100.00 |
Average | 99.65 | 96.71 | 96.31 | 93.30 | 83.25 | 80.06 | 76.08 |