Research Article

An Integrated Bearing Fault Diagnosis Method Based on Multibranch SKNet and Enhanced Inception-ResNet-v2

Table 5

Comparative performance of different methods.

ModelAccuracy (%)

STFT + CNN [41]87.9
STFT + ResNet [46]89.7
Enhanced Inception-ResNet-v2 [34]91.0
RGB + Inception-ResNet-v2 [30]92.5
SKNet + Inception-v4 [47]96.3
SKNet + Inception-ResNet-v296.9
NewSKNet + Inception-ResNet-v298.1
SIR-CNN (ours)99.9