Research Article

Intelligent Fault Diagnosis of Bearing Based on Convolutional Neural Network and Bidirectional Long Short-Term Memory

Table 4

Dividing into 10 types of test diagnosis results.

ModelAverage recognition rate (%)Standard deviationCalculation time (seconds)

CNN97.720.006616.693
CNN-LSTM97.880.007823.016
CNN-BLSTM98.560.005427.268