Research Article

Fault Diagnosis of Rotating Machinery Based on Convolutional Neural Network and Singular Value Decomposition

Table 5

Recognition rate of SVM on different features.

EpochMethod
Accuracy
CNN-wavelet SVD (hybrid features) (%)CNN (image features) (%)SVD (waveform features) (%)

Epoch = 110010099.82
Epoch = 510099.91
Epoch = 1010099.91
Epoch = 1510099.82
Epoch = 20100100
Epoch = 2510099.91
Epoch = 30100100
Epoch = 35100100
Epoch = 40100100