Research Article

A Novel Deep Sparse Filtering Method for Intelligent Fault Diagnosis by Acoustic Signal Processing

Table 1

Performance comparison between the proposed DSF method and some classical method.

MethodDescriptionTraining samples (%)Testing accuracy (%)

1EMMD features + SVM2597.04
2SAE + DNN5099.68
3BPNN + frequency5073.74
4EMD features + CNN7599.75
5DSF1099.93