RUL Estimation on C-MAPSS FD003 1.0 (RMSE, Score)
10.78RMSERGPD
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| RGPD2025.07 | 10.78 | 245.28 | |
| MTSTANYear=20232025.07 | 10.9 | 188.22 | |
| DA-TCNYear=20212025.07 | 11.56 | 257.11 | |
| PVA-FFG-TransformerYear=20242025.07 | 11.8 | 215.32 | |
| PSTFormerYear=20242025.07 | 12.11 | 308 | |
| BiGRU-TSAMYear=20222025.07 | 12.5 | 233 | |
| GF-GGATYear=20252025.07 | 13.06 | 247.21 | |
| CATA-TCNYear=20242025.07 | 13.16 | 290.63 | |
| ABGRUYear=20232025.07 | 13.23 | 279.18 | |
| MmoE-BiGRUYear=20222025.07 | 13.79 | — | |
| CNN-LSTM-SAMYear=20232025.07 | 13.8 | 253 | |
| GAT-EdgePoolYear=20222025.07 | 14.66 | 470.74 | |
| Attention-LSTMYear=20232025.07 | 14.67 | 473.97 | |
| AttnPINNYear=20232025.07 | 17.75 | 1,194 |