Research Article
Reliable Fault Diagnosis of Rotary Machine Bearings Using a Stacked Sparse Autoencoder-Based Deep Neural Network
Table 3
Reconstruction of SSAEs with different numbers of hidden layers and hidden nodes.
| Number of hidden layers | Hidden layers nodes | Reconstruction error |
| 2 | 200/200 | 0.014 | 2 | 200/100 | 0.011 | 2 | 100/100 | 0.020 | 2 | 100/50 | 0.022 | 3 | 200/200/200 | 0.008 | 3 | 200/100/50 | 0.010 | 3 | 100/50/25 | 0.019 | 4 | 500/250/125/62 | 0.006 | 4 | 200/200/100/100 | 0.006 | 4 | 200/100/50/25 | 0.014 | 4 | 100/50/25/10 | 0.019 |
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