Research Article
A Diagnostic System for Speed-Varying Motor Rotary Faults
Table 2
Classification statistics of the HTAIDSNN-based methods.
| Motor condition | HTAIDSNN | HTAIDSNN with PCA | HTAIDSNN with HDA |
| Healthy motor | 95.9% | 98.4% | 99.95% | Shaft bending | 94.0% | 96.3% | 98.12% | Rotor imbalance | 92.2% | 98.1% | 98.92% | Mechanical looseness | 98.2% | 99.5% | 99.89% |
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