Research Article

Reliable Fault Diagnosis of Rotary Machine Bearings Using a Stacked Sparse Autoencoder-Based Deep Neural Network

Table 1

Description of the datasets used in the proposed scheme.

HealthShaft speedsCrack sizeSampling frequencySensor location

Normal1796, 1772, 1748, 17220.007′′12000 HzDrive end
Inner raceway fault
Outer raceway fault
Roller element fault