Research Article
Multiple-Fault Diagnosis Method Based on Multiscale Feature Extraction and MSVM_PPA
Table 6
Comparison of the performance of recognizer in different fault patterns.
| Method | Fault pattern number | PCA method | Training accuracy (%) | Prediction accuracy (%) |
| CV_MSVM | 4 | / | 100 | 100 | 4 | PCA | 100 | 100 | 7 | / | 99.32 | 97.62 | 7 | PCA | 98.30 | 98.81 | 10 | / | 98.69 | 93.33 | 10 | PCA | 98.21 | 92.5 |
| PPA_MSVM | 4 | / | 100 | 100 | 4 | PCA | 100 | 100 | 7 | / | 99.49 | 98.41 | 7 | PCA | 98.30 | 99.21 | 10 | / | 97.62 | 96.67 | 10 | PCA | 96.42 | 95.28 |
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