Machinery Fault Diagnosis on TFF (Three-Phase Flow Facility) Normal Data
100AccuracyPolaDCA-GNN
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| PolaDCA-GNNevaluation_mode=Best (%)2026.03 | 100 | 100 | |
| PolaDCA-GNNevaluation_mode=Average (%)2026.03 | 99.47 | 99.47 | |
| GTF(SCA)evaluation_mode=Best (%)2026.03 | 98.74 | 97.95 | |
| DCA-GNNevaluation_mode=Best (%)2026.03 | 98.17 | 97.59 | |
| CDGNNevaluation_mode=Best (%)2026.03 | 98.14 | 97.87 | |
| CDGNNevaluation_mode=Average (%)2026.03 | 97.58 | 96.97 | |
| GTF(SCA)evaluation_mode=Average (%)2026.03 | 97.24 | 96.56 | |
| DCA-GNNevaluation_mode=Average (%)2026.03 | 97.23 | 96.2 | |
| MA-STGNNevaluation_mode=Best (%)2026.03 | 96.85 | 95.66 | |
| FIGNNevaluation_mode=Best (%)2026.03 | 96.81 | 96.58 | |
| FIGNNevaluation_mode=Average (%)2026.03 | 95.97 | 95.85 | |
| MA-STGNNevaluation_mode=Average (%)2026.03 | 93.8 | 92.78 | |
| IAGNNevaluation_mode=Best (%)2026.03 | 93.45 | 92.17 | |
| IAGNNevaluation_mode=Average (%)2026.03 | 91.19 | 90.67 | |
| GATevaluation_mode=Best (%)2026.03 | 81.09 | 80.84 | |
| GATevaluation_mode=Average (%)2026.03 | 77.97 | 76.7 | |
| GCNevaluation_mode=Best (%)2026.03 | 72.08 | 71.65 | |
| GCNevaluation_mode=Average (%)2026.03 | 67.67 | 65.85 |