Research Article
An Intelligent Diagnostic Method for Multisource Coupling Faults of Complex Mechanical Systems
Table 4
Model parameter settings.
| Parameter | Wavelet DCNN | Wavelet DCNN (max) | 1D-DCNN | MAF/MTF-ResNet18 |
| Sensor number | 3 | 10 | 10 | 10 | Input size | 128 × 128 | 128 × 128 | 120 | 120 × 120 × 3 | Deep network | 8 | 8 | 7 | 69 | Convolutional layer | 3 × 3 | 10 × 3 | 10 × 3 | 18 | Epoch | 30 | 30 | 30 | 30 | Batch size | 512 | 256 | 512 | 256 | Optimizer | Adam | Adam | SGDM | SGDM | Learning rate | 0.0001 | 0.0001 | 0.01 | 0.01 |
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