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Classification results obtained on the TE dataset.
| Fault Type | Type 1 | Type 2 | Type 3 | Type 4 | Type 5 | Type 6 | Type 7 |
|---|---|---|---|---|---|---|---|
| The proposed method | 99.09% | 98.69% | 99.18% | 94.78% | 100% | 100% | 96.87% |
| DNN-entropy | 100% | 99.26% | 99.71% | 92.75% | 99.69% | 98.13% | 96.24% |
| DNN-random | 97.98% | 99.80% | 96.34% | 95.32% | 100% | 96.11% | 95.98% |
| AL-BPNN | 95.06% | 82.60% | 89.86% | 93.03% | 94.24% | 97.57% | 91.03% |
| AL-SNN | 97.26% | 77.56% | 75.36% | 87.10% | 84.37% | 94.56% | 89.26% |
| AL-SVM | 95.14% | 86.94% | 90.53% | 90.02% | 91.57% | 95.67% | 92.31% |
