Research Article

An Intelligent Diagnostic Method for Multisource Coupling Faults of Complex Mechanical Systems

Table 4

Model parameter settings.

ParameterWavelet DCNNWavelet DCNN (max)1D-DCNNMAF/MTF-ResNet18

Sensor number3101010
Input size128 × 128128 × 128120120 × 120 × 3
Deep network88769
Convolutional layer3 × 310 × 310 × 318
Epoch30303030
Batch size512256512256
OptimizerAdamAdamSGDMSGDM
Learning rate0.00010.00010.010.01