Degradation Detection on C-MAPSS (test)
99.97AUROCGRU-current
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| GRU-currentdetection score=1 - RUL_t2026.07 | 99.97 | 99.78 | 99.48 | 99.21 | 0.857 | |
| Dis+RUL-currentdetection score=1 - RUL_t2026.07 | 99.97 | 99.84 | 99.53 | 99.23 | 0.8564 | |
| knn_last_5window size / neighbors=52026.07 | 99.51 | 99.21 | 97.17 | 95.92 | 0.6831 | |
| Normal-World Ours2026.07 | 98.66 | 97.12 | 95.94 | 93.16 | 0.7056 | |
| gdn_lite2026.07 | 91.84 | 89.69 | 87.04 | 80.89 | 0.5159 | |
| pca_last_8components=82026.07 | 83.22 | 75.87 | 76.23 | 65.26 | 0.3848 | |
| gru_forecast2026.07 | 76.32 | 65 | 74.63 | 69.14 | 0.3143 | |
| tcn_forecast2026.07 | 75.82 | 64.25 | 73.97 | 67.99 | 0.2872 | |
| gaussian_last2026.07 | 75.27 | 69.24 | 77.28 | 71.59 | 0.3906 | |
| transformer_forecast2026.07 | 75.25 | 64.96 | 75.16 | 70.63 | 0.315 | |
| ridge_predictor2026.07 | 70.86 | 56.36 | 67.81 | 55.7 | 0.2282 |