Research Article

Network Construction for Bearing Fault Diagnosis Based on Double Attention Mechanism

Table 3

Comparison of ablation experiment results.

MethodTraining set accuracy (%)Test set accuracy (%)

Attention convolutional network10060.34
Attention LSTM10087.42
1D-CNN-LSTM10098.57
Double attention lacks EMD10099.24
Paper method10099.78