RUL Estimation on C-MAPSS Average 1.0 (RMSE, Score)
11.38RMSERGPD
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| RGPD2025.07 | 11.38 | 481 | |
| PSTFormerYear=20242025.07 | 12.89 | 647.75 | |
| PVA-FFG-TransformerYear=20242025.07 | 12.89 | 538.43 | |
| GF-GGATYear=20252025.07 | 13.85 | 605.09 | |
| MTSTANYear=20232025.07 | 14.38 | 741.53 | |
| DA-TCNYear=20212025.07 | 14.63 | 1,161.57 | |
| CNN-LSTM-SAMYear=20232025.07 | 15.08 | 1,023.75 | |
| GAT-EdgePoolYear=20222025.07 | 15.22 | 971.82 | |
| MmoE-BiGRUYear=20222025.07 | 15.91 | — | |
| BiGRU-TSAMYear=20222025.07 | 16.12 | 1,580 | |
| CATA-TCNYear=20242025.07 | 16.15 | 1,047.4 | |
| ABGRUYear=20232025.07 | 16.39 | 1,549.67 | |
| AttnPINNYear=20232025.07 | 17.33 | 1,313.75 | |
| Attention-LSTMYear=20232025.07 | 18.76 | 2,843.66 |