Table 7 Comparison of Kappa coefficients of different characteristics.

From: Transformer fault diagnosis method based on TLR-ADASYN balanced dataset

Features name

KPCA Fusion feature

PCA Fusion features

18 dimensional joint features

Rogers four ratio features

IEC ratio features

Kappa coefficient

0.9659

0.9567

0.8587

0.8824

0.7592