Machinery Fault Diagnosis on CWRUBearing Normal Data
100AccuracyPolaDCA-GNN
Evaluation results
| Method | Links | ||
|---|---|---|---|
| PolaDCA-GNNCriteria=Best2026.03 | 100 | 100 | |
| PolaDCA-GNNCriteria=Average2026.03 | 98.96 | 98.85 | |
| MRF-GCNCriteria=Best2026.03 | 98.33 | 98.33 | |
| GraphSAGECriteria=Best2026.03 | 98.12 | 98.12 | |
| MRF-GCNCriteria=Average2026.03 | 98.06 | 98.01 | |
| GraphSAGECriteria=Average2026.03 | 97.17 | 97.16 | |
| DCA-GNNCriteria=Best2026.03 | 96.99 | 96.04 | |
| GNNCriteria=Best2026.03 | 96.91 | 96.48 | |
| GTF(SCA)Criteria=Best2026.03 | 96.85 | 96.76 | |
| DCA-GNNCriteria=Average2026.03 | 96.58 | 95.48 | |
| GTF(SCA)Criteria=Average2026.03 | 96 | 96 | |
| GNNCriteria=Average2026.03 | 95.46 | 94.27 | |
| CDGNNCriteria=Best2026.03 | 93.5 | 93.48 | |
| CDGNNCriteria=Average2026.03 | 92.4 | 92.17 | |
| GATCriteria=Best2026.03 | 86.82 | 86.31 | |
| GATCriteria=Average2026.03 | 83.33 | 82.34 | |
| GCLCriteria=Best2026.03 | 82.08 | 80.15 | |
| GCLCriteria=Average2026.03 | 81.17 | 79.07 |