C-MAPSS
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Remaining Useful Life prediction | C-MAPSS FD002 | RMSE12.98 | 88 | |
| Remaining Useful Life prediction | C-MAPSS FD003 | RMSE7.18 | 84 | |
| Remaining Useful Life prediction | C-MAPSS FD001 | RMSE7.74 | 78 | |
| Remaining Useful Life prediction | C-MAPSS FD004 | RMSE12.88 | 76 | |
| Remaining Useful Life Estimation | C-MAPSS FD002 (test) | RMSE12.34 | 44 | |
| Remaining Useful Life Prediction | C-MAPSS FD001 (test) | RMSE16.68 | 32 | |
| Remaining Useful Life Prediction | C-MAPSS FD004 (test) | RMSE17.11 | 24 | |
| Remaining Useful Life Prediction | C-MAPSS FD003 (test) | RMSE17.9 | 24 | |
| Remaining Useful Life Estimation | C-MAPSS FD004 (test) | RMSE12.1 | 21 | |
| Remaining Useful Life Estimation | C-MAPSS FD003 (test) | RMSE8.29 | 21 | |
| Remaining Useful Life prediction | C-MAPSS | RMSE (F1->F2)15.7 | 18 | |
| Fault Detection | C-MAPSS | F1 Score87.9 | 14 | |
| RUL Estimation | C-MAPSS Average 1.0 | RMSE11.38 | 14 | |
| RUL Estimation | C-MAPSS FD004 1.0 | RMSE12.38 | 14 | |
| RUL Estimation | C-MAPSS FD003 1.0 | RMSE10.78 | 14 | |
| RUL Estimation | C-MAPSS FD002 1.0 | RMSE11.58 | 14 | |
| RUL Estimation | C-MAPSS FD001 1.0 | RMSE10.77 | 14 | |
| Degradation Detection | C-MAPSS (test) | AUROC99.97 | 11 | |
| RUL Prediction | C-MAPSS FD004 | RMSE24.58 | 9 | |
| RUL Prediction | C-MAPSS FD002 | RMSE23.19 | 9 | |
| Remaining Useful Life prediction | C-MAPSS Transfer Scenarios | Score (F1->F2)59 | 8 | |
| Core Speed Prediction | C-MAPSS (10% RUL) | RMSE7.3 | 5 | |
| Core Speed Prediction | C-MAPSS (30% RUL) | RMSE15.2 | 5 | |
| Core Speed Prediction | C-MAPSS 50% RUL | RMSE (Core Speed)17.7 | 5 | |
| Core Speed Prediction | C-MAPSS (70% RUL) | RMSE15.2 | 5 |
Showing 25 of 47 rows