Research Article
Acoustic Diagnosis of Rolling Bearings Fault of CR400 EMU Traction Motor Based on XWT and GoogleNet
Table 5
Accuracy comparison table.
| | Name | Accuracy of each fault (%) | Ref source | | CMF | CSF | BMF | BSF | ORMF | ORSF | IRMF | IRSF |
| | Our method | 97.38 | 95.12 | 98.13 | 96.83 | 96.75 | 95.24 | 99.56 | 99.07 | — | | SVM | — | — | 100 | 100 | 87.5 | 100 | Ref [27] | | CNN | — | — | 46.9 | 90.3 | 96.9 | Ref [28] | | DBN | 94.73 | Ref [29] | | KNN | 85.23 | | BPNN | 78.13 | | CATAAE | 96.76 | Ref [30] | | ANN | 96.67 | Ref [31] |
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