RUL Estimation on C-MAPSS FD001 (RMSE, Score)
10.77RMSERGPD
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| RGPD2025.07 | 10.77 | 207.09 | |
| MTSTANYear=20232025.07 | 10.97 | 175.36 | |
| PVA-FFG-TransformerYear=20242025.07 | 11.36 | 173.89 | |
| GF-GGATYear=20252025.07 | 11.71 | 188 | |
| DA-TCNYear=20212025.07 | 11.78 | 229.48 | |
| PSTFormerYear=20242025.07 | 12.08 | 224 | |
| BiGRU-TSAMYear=20222025.07 | 12.6 | 213 | |
| CNN-LSTM-SAMYear=20232025.07 | 12.6 | 261 | |
| CATA-TCNYear=20242025.07 | 12.8 | 234.31 | |
| ABGRUYear=20232025.07 | 12.83 | 221.54 | |
| MmoE-BiGRUYear=20222025.07 | 13.22 | — | |
| GAT-EdgePoolYear=20222025.07 | 13.53 | 309.59 | |
| Attention-LSTMYear=20232025.07 | 15.45 | 455.92 | |
| AttnPINNYear=20232025.07 | 16.89 | 523 |