Research Article
Fault Diagnosis of Nonlinear Analog Circuit Based on Generalized Frequency Response Function and LSSVM Classifier Fusion
Table 4
The fault recognition rate of Sallen Key filter.
| Fault number | Fault type | Recognition rate | LSSVM fusion algorithm (%) | Single LSSVM (polynomial kernel function) (%) | Single LSSVM (Gaussian radial basis kernel function) (%) | Multikernel LSSVM (%) |
| F0 | Normal | 94 | 85 | 88 | 90 | F1 | R4 increased | 81 | 69 | 71 | 73 | F2 | R4 decreased | 96 | 87 | 89 | 88 | F3 | R5 increased | 97 | 86 | 88 | 91 | F4 | R5 decreased | 83 | 72 | 75 | 76 |
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