Rolling Bearing Fault Diagnosis Using Improved Deep Residual Shrinkage Networks

Table 3

Fault diagnosis results of the DRSN and IDRSN.

SNR (dB)	DRSN (%)	IDRSN (%) (0.001)	IDRSN (%) (0.003)	IDRSN (%) (0.01)	IDRSN (%) (0.05)	IDRSN (%) (0.075)	IDRSN (%) (0.1)	IDRSN (%) (0.2)
−4	85.8	85.5	82.9	83.5	82.6	86.0	84.3	86.7
−2	86.8	88.8	87.5	85.7	90.2	88.5	90.5	90.0
0	91.3	90.9	92.1	90.6	91.1	89.5	91.1	90.5
2	93.1	92.7	91.0	91.7	92.9	94.5	93.4	93.1
4	93.2	95.5	95.3	92.4	92.7	93.2	94.8	93.4
6	94.3	95.9	94.3	96.5	93.8	94.8	95.8	94.8