Research Article

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

Table 2

Description of the experiments performed using data obtained for the different RPM values.

Experiment numberNumber of samplesTraining and testing data RPM

Experiment 1Training samples: 468Training data RPM: 1722
Testing samples: 1404Testing data RPM: 1748, 1772, 1796
Experiment 2Training samples: 468Training data RPM: 1748
Testing samples: 1404Testing data RPM: 1722, 1772, 1796
Experiment 3Training samples: 468Training data RPM: 1772
Testing samples: 1404Testing data RPM: 1722, 1748, 1796
Experiment 4Training samples: 468Training data RPM: 1796
Testing samples: 1404Testing data RPM: 1722, 1748, 1772