Table 6
Details of the composite fault decoupling success rate and recall rate of each degradation type.
| Composite fault case Fault | Method | Decoupling success rate (%) | Jamming recall (%) | Lubrication recall (%) | Link rod recall (%) |
|---|---|---|---|---|---|
| F4: J+L (J) | Proposed | 94.7 | 96.2 | 93.5 | – |
| SVM Fusion | 68.1 | 72 | 65 | – | |
| ResNet | 52.4 | 60 | 55 | – | |
| F5: J+Link (J) | Proposed | 92.1 | 95 | – | 90.5 |
| SVM Fusion | 65.3 | 70 | – | 62 | |
| ResNet | 50.8 | 58 | – | 53 | |
| F6: L+Link (L) | Proposed | 91.8 | – | 94 | 89.2 |
| SVM Fusion | 67.5 | – | 71 | 64 | |
| ResNet | 51.2 | – | 56 | 54 | |
| F7: Triple (J) | Proposed | 89.3 | 91 | 88.5 | 87 |
| SVM Fusion | 63 | 68 | 66 | 61 | |
| ResNet | 48.5 | 55 | 52 | 50 | |
| F8: J+L (L) | Proposed | 93.9 | 94.5 | 95.2 | – |
| SVM Fusion | 66.8 | 69 | 68 | – | |
| ResNet | 51.6 | 57 | 56 | – | |
| F9: J+Link (Link) | Proposed | 90.5 | 92 | – | 93 |
| SVM Fusion | 64.2 | 67 | – | 65 | |
| ResNet | 49.7 | 56 | – | 52 | |
| F10: (Link) L+Link | Proposed | 89.7 | – | 90 | 92.5 |
| SVM Fusion | 65.9 | – | 67 | 66 | |
| ResNet | 50.1 | – | 54 | 55 |
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