Remaining Useful Life Prediction on C-MAPSS FD001 (test)
16.68RMSEPC-MambaSDE
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| PC-MambaSDEScarcity=50%2026.06 | 16.68 | — | — | — | — | — | |
| ACSSMScarcity=50%2026.06 | 18.08 | — | — | — | — | — | |
| PC-MambaSDEScarcity=70%2026.06 | 18.24 | — | — | — | — | — | |
| S-MFMLPScarcity=50%2026.06 | 18.65 | — | — | — | — | — | |
| PSRScarcity=50%2026.06 | 18.65 | — | — | — | — | — | |
| LSTM+MPACEScarcity=50%2026.06 | 19.04 | — | — | — | — | — | |
| PC-MambaSDEScarcity=90%2026.06 | 19.43 | — | — | — | — | — | |
| ACSSMScarcity=70%2026.06 | 20.15 | — | — | — | — | — | |
| Latent-SDEScarcity=50%2026.06 | 20.57 | — | — | — | — | — | |
| QAQL2026.06 | 20.86 | 435.28 | 14.18 | 12.16 | 68.19 | 5.28 | |
| PSRScarcity=70%2026.06 | 21.24 | — | — | — | — | — | |
| Latent-SDEScarcity=70%2026.06 | 21.37 | — | — | — | — | — | |
| ACSSMScarcity=90%2026.06 | 22.23 | — | — | — | — | — | |
| S-MFMLPScarcity=70%2026.06 | 22.27 | — | — | — | — | — | |
| Latent-ODEScarcity=50%2026.06 | 22.46 | — | — | — | — | — | |
| Latent-ODEScarcity=70%2026.06 | 22.85 | — | — | — | — | — | |
| Latent-SDEScarcity=90%2026.06 | 23.76 | — | — | — | — | — | |
| LSTM+GPScarcity=50%2026.06 | 24.13 | — | — | — | — | — | |
| Latent-ODEScarcity=90%2026.06 | 24.15 | — | — | — | — | — | |
| LSTM+MPACEScarcity=70%2026.06 | 25.31 | — | — | — | — | — | |
| S-MFMLPScarcity=90%2026.06 | 26.13 | — | — | — | — | — | |
| Transformer2026.06 | 28.13 | 791.68 | 28.61 | 26.52 | 225.48 | 13.27 | |
| PSRScarcity=90%2026.06 | 28.36 | — | — | — | — | — | |
| PPO2026.06 | 28.62 | 819.29 | 33.72 | 27.64 | 257.36 | 13.74 | |
| Deep Q-Network2026.06 | 28.73 | 825.52 | 32.42 | 30.18 | 267.48 | 14.93 | |
| SARSA2026.06 | 29.9 | 894.27 | 36.15 | 36.17 | 318.74 | 15.45 | |
| SGD2026.06 | 31.05 | 964.24 | 39.19 | 31.74 | 327.14 | 14.58 | |
| LSTM+MPACEScarcity=90%2026.06 | 31.62 | — | — | — | — | — | |
| LSTM+GPScarcity=70%2026.06 | 31.92 | — | — | — | — | — | |
| GRU2026.06 | 34.51 | 1,191.39 | 46.22 | 32.45 | 386.57 | 16.57 | |
| Bi - LSTM2026.06 | 37.44 | 1,402.27 | 42.47 | 36.47 | 428.45 | 18.47 | |
| LSTM+GPScarcity=90%2026.06 | 38.5 | — | — | — | — | — |