A Fault Identification Method of Mechanical Element Action Unit Based on CWT-2DCNN

Table 2

Value table of network super parameters.

Super parameter name	Numerical value
Epoch	200
Learning_rate	0.001
Dropout_rate	0.2
Batch_size	32
Conv1	64 × 64 × 32
Max Pooling1	32 × 32 × 64
Conv2	32 × 32 × 64
Max Pooling2	16 × 16 × 128
Conv3	16 × 16 × 128
Conv4	16 × 16 × 128
Max Pooling3	8 × 8 × 256
Conv5	8 × 8 × 256
Conv6	8 × 8 × 256
FC1	1 × 1 × 512
FC2	1 × 1 × 100
Output_units	5