Research Article
A Novel Method for Fault Diagnosis of the Two-Input Two-Output Nonlinear Mass-Spring-Damper System Based on NOFRF and MBPCA
Table 2
The recognition rate with different kernel functions.
| Fault number | Fault mode | Recognition rate | Linear kernel (%) | Polynomial kernel (%) | GRB kernel (%) | ERB kernel (%) | MLP kernel (%) |
| F0 | Normal | 96 | 97 | 100 | 95 | 97 | F1 | increased | 87 | 87 | 88 | 85 | 82 | F2 | decreased | 78 | 94 | 92 | 95 | 82 | F3 | increased | 85 | 97 | 98 | 93 | 85 | F4 | and increased | 81 | 85 | 91 | 90 | 86 |
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