Research Article
Rolling Bearing Fault Diagnosis Method Based on Multisynchrosqueezing S Transform and Faster Dictionary Learning
Table 4
The highest average accuracy of validation set and its corresponding standard deviation and r.
| Dataset | Data name | Methods | MSSST | MSST | SSST | WVT | ST | STFT |
| CWRU | Max average accuracy | 99.08 | 98 | 97.16 | 96.66 | 96.41 | 93.83 | Standard deviation | 0.32 | 0.42 | 0.46 | 0.43 | 0.51 | 0.42 | Optimal r | 28 | 35 | 33 | 40 | 49 | 38 |
| MFPT | Max average accuracy | 97.61 | 94.04 | 92.61 | 91.66 | 90.24 | 88.33 | Standard deviation | 0.36 | 0.44 | 0.42 | 0.48 | 0.53 | 0.50 | Optimal r | 22 | 42 | 39 | 56 | 52 | 43 |
|
|