Research Article
A Novel MPE-LPP-ELM Recognition Method for the Fault Diagnosis of Spiral Bevel Gears
Table 2
ELM diagnostic results and identification time.
| Eigenvectors | Dimension | Diagnostic accuracy rate (%) | Time (s) | Categories | Average |
| MPE-LPP | 3 | 1 | 100 | 100 | 0.0023 | 2 | 100 | 3 | 100 | 4 | 100 |
| MPE-PCA | 3 | 1 | 100 | 98.75 | 0.0033 | 2 | 100 | 3 | 95 | 4 | 100 |
| MPE | 15 | 1 | 100 | 98.75 | 0.0078 | 2 | 95 | 3 | 100 | 4 | 100 |
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