Research Article
Rolling Bearing Fault Diagnosis Using Improved Deep Residual Shrinkage Networks
Table 4
Fault diagnosing accuracy results of the normalized DRSN and normalized 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) |
| | ā4 | 87.6 | 92.0 | 90.8 | 90.4 | 93.4 | 84.3 | 88.5 | 90.4 | | ā2 | 93.8 | 93.3 | 92.2 | 87.6 | 94.9 | 93.5 | 92.6 | 91.0 | | 0 | 92.6 | 96.8 | 95.4 | 91.4 | 95.5 | 95.1 | 93.5 | 94.5 | | 2 | 98.1 | 95.7 | 98.1 | 98.4 | 98.1 | 96.5 | 96.2 | 97.3 | | 4 | 99.3 | 98.9 | 97.4 | 99.7 | 97.4 | 99.4 | 98.3 | 99.3 | | 6 | 99.5 | 98.1 | 99.6 | 99.3 | 99.2 | 99.8 | 99.8 | 99.1 |
|
|
