Research Article
Joint Feature and Model Selection for SVM Fault Diagnosis in Solid Oxide Fuel Cell Systems
Table 4
OA when two subsets of easy-to-measure residuals are adopted. The training set included a mixture of error magnitudes.
| Control str. | Residual subset | Overall accuracy (OA) | Test-set max. error | OAavg | 2% | 4% | 6% |
| Constant-voltage | 2, 3, 4 | 0.87 | 0.78 | 0.70 | 0.78 | 1, 2, 3, 4 | 0.97 | 0.89 | 0.82 | 0.89 |
| Constant-current | 2, 3, 4 | 0.83 | 0.83 | 0.79 | 0.82 | 1, 2, 3, 4 | 0.90 | 0.82 | 0.74 | 0.82 |
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