Remaining Useful Life Estimation on C-MAPSS FD002 (test)
12.34RMSESTEP
Evaluation Results
| Method | Links | |
|---|---|---|
| STEPRegressor Head=Transformer, Bottleneck Dimension (z)=4, HI Provision=true2026.05 | 12.34 | |
| STEPRegressor Head=Transformer, Bottleneck Dimension (z)=2, HI Provision=true2026.05 | 12.52 | |
| STEPRegressor Head=Transformer, Bottleneck Dimension (z)=16, HI Provision=true2026.05 | 12.74 | |
| STEPRegressor Head=Transformer, Bottleneck Dimension (z)=8, HI Provision=true2026.05 | 12.87 | |
| STEPRegressor Head=Linear Regression, Bottleneck Dimension (z)=4, HI Provision=true2026.05 | 12.94 | |
| Prob. CNN2026.05 | 13.72 | |
| STEPRegressor Head=Linear Regression, Bottleneck Dimension (z)=2, HI Provision=true2026.05 | 14.38 | |
| RVE2026.05 | 14.92 | |
| I-GLIDEHI Provision=true2026.05 | 16.18 | |
| SoftCLTRegressor Head=Transformer, Bottleneck Dimension (z)=42026.05 | 17.72 | |
| PC-MambaSDEScarcity=50%2026.06 | 18.55 | |
| MLE4X+CCF2026.05 | 18.84 | |
| PC-MambaSDEScarcity=70%2026.06 | 18.87 | |
| SoftCLTRegressor Head=Transformer, Bottleneck Dimension (z)=22026.05 | 19.15 | |
| PSRScarcity=50%2026.06 | 19.24 | |
| MS-DCNN2026.05 | 19.35 | |
| ACSSMScarcity=50%2026.06 | 19.58 | |
| ACSSMScarcity=70%2026.06 | 19.75 | |
| Latent-ODEScarcity=50%2026.06 | 19.9 | |
| S-MFMLPScarcity=50%2026.06 | 20.08 | |
| PC-MambaSDEScarcity=90%2026.06 | 20.24 | |
| Latent-SDEScarcity=50%2026.06 | 20.28 | |
| Latent-SDEScarcity=70%2026.06 | 20.49 | |
| Latent-ODEScarcity=70%2026.06 | 20.87 | |
| PSRScarcity=70%2026.06 | 21.24 | |
| PSRScarcity=90%2026.06 | 21.4 | |
| LSTM+MPACEScarcity=50%2026.06 | 21.56 | |
| SSL2026.05 | 22.73 | |
| ACSSMScarcity=90%2026.06 | 22.75 | |
| S-MFMLPScarcity=70%2026.06 | 23.79 | |
| Latent-SDEScarcity=90%2026.06 | 23.79 | |
| VAE + RNN2026.05 | 24.12 | |
| Latent-ODEScarcity=90%2026.06 | 24.38 | |
| LSTM+GPScarcity=50%2026.06 | 25.09 | |
| LSTM+MPACEScarcity=70%2026.06 | 27.6 | |
| S-MFMLPScarcity=90%2026.06 | 30.27 | |
| CNN2026.05 | 30.29 | |
| RVR2026.05 | 31.3 | |
| LSTM+MPACEScarcity=90%2026.06 | 31.34 | |
| LSTM+GPScarcity=70%2026.06 | 33.77 | |
| AERegressor Head=Transformer2026.05 | 35.21 | |
| LSTM+GPScarcity=90%2026.06 | 38.78 | |
| SVR2026.05 | 42 | |
| MLP2026.05 | 80.03 |