RUL Estimation on C-MAPSS FD002 1.0 (RMSE, Score)
11.58RMSERGPD
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| RGPD2025.07 | 11.58 | 684.24 | |
| PSTFormerYear=20242025.07 | 13 | 877 | |
| PVA-FFG-TransformerYear=20242025.07 | 13.24 | 714.98 | |
| GF-GGATYear=20252025.07 | 14.92 | 990.47 | |
| GAT-EdgePoolYear=20222025.07 | 15.07 | 1,380.41 | |
| CNN-LSTM-SAMYear=20232025.07 | 15.3 | 1,156 | |
| AttnPINNYear=20232025.07 | 16.32 | 1,479 | |
| MTSTANYear=20232025.07 | 16.81 | 1,154.36 | |
| DA-TCNYear=20212025.07 | 16.95 | 1,842.38 | |
| CATA-TCNYear=20242025.07 | 17.61 | 1,361.23 | |
| ABGRUYear=20232025.07 | 17.97 | 2,072.21 | |
| MmoE-BiGRUYear=20222025.07 | 18.26 | — | |
| BiGRU-TSAMYear=20222025.07 | 18.9 | 2,264 | |
| Attention-LSTMYear=20232025.07 | 20.91 | 3,602.94 |