Table 2 Data distribution before and after SMOTE balancing.

From: Transformer fault diagnosis method based on SMOTE and NGO-GBDT

Data type

Sample quantity

N

D2

T1&T2

T2

PD

D1

Raw data

78

105

147

76

45

29

After SMOT balancing treatment

147

147

147

147

147

147