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