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. 2021 May 23;21(11):3623. doi: 10.3390/s21113623

Table 7.

Accuracy comparison of different methods.

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