Research Article

A Novel Generative Method for Machine Fault Diagnosis

Table 8

AVERAGE ACCURACIESOF ALL ACTIVATION FUNCTIONS.

Training samplesThe SAE-based DNNsThe proposed method

10087.78%95.04%
20092.70%96.82%
30089.25%97.84%
40096.82%98.14%
50097.38%98.26%