RUL Estimation on C-MAPSS FD004 1.0 (RMSE, Score)
12.38RMSERGPD
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| RGPD2025.07 | 12.38 | 787.39 | |
| PSTFormerYear=20242025.07 | 14.38 | 1,182 | |
| PVA-FFG-TransformerYear=20242025.07 | 15.16 | 1,049.53 | |
| GF-GGATYear=20252025.07 | 15.71 | 996.66 | |
| GAT-EdgePoolYear=20222025.07 | 17.6 | 1,726.53 | |
| DA-TCNYear=20212025.07 | 18.23 | 2,317.32 | |
| AttnPINNYear=20232025.07 | 18.37 | 2,059 | |
| MmoE-BiGRUYear=20222025.07 | 18.38 | — | |
| CNN-LSTM-SAMYear=20232025.07 | 18.6 | 2,425 | |
| MTSTANYear=20232025.07 | 18.85 | 1,446.2 | |
| BiGRU-TSAMYear=20222025.07 | 20.5 | 3,610 | |
| CATA-TCNYear=20242025.07 | 21.04 | 2,303.42 | |
| ABGRUYear=20232025.07 | 21.55 | 3,625.77 | |
| Attention-LSTMYear=20232025.07 | 24.01 | 6,841.82 |