Research Article

Rolling Bearing Fault Diagnosis Using Improved Deep Residual Shrinkage Networks

Table 2

Experiment-related hyperparameters of DRSN and IDRSN.

The number of unitsThe size of outputDRSNIDRSN

11 × 400 × 1InputInput
14 × 200 × 1Conv (4, 3,/2)Conv (4, 3,/2)
14 × 100 × 1RSBU (4, 3,/2)IRSBU (4, 3,/2)
14 × 100 × 1RSBU (4, 3)IRSBU (4, 3)
18 × 50 × 1RSBU (8, 3,/2)IRSBU (8, 3,/2)
18 × 50 × 1RSBU (8, 3)IRSBU (8, 3)
116 × 25 × 1RSBU (16, 3,/2)IRSBU (16, 3,/2)
116 × 25 × 1RSBU (16, 3)IRSBU (16, 3)
116BNBN
116ReLUReLU
116GAPGAP
110FCFC