Research Article

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

Table 3

Dividing into 4 types of test diagnosis results.

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

CNN99.920.002516.119
CNN-LSTM99.920.002522.711
CNN-BLSTM100027.183