Remaining Useful Life Estimation on C-MAPSS FD003 (test)
8.29RMSEI-GLIDE
Evaluation Results
| Method | Links | |
|---|---|---|
| I-GLIDEHI Provision=true2026.05 | 8.29 | |
| CNN-LSTM2026.05 | 9.99 | |
| STEPRegressor Head=Transformer, Bottleneck Dimension (z)=16, HI Provision=true2026.05 | 11.33 | |
| STEPRegressor Head=Transformer, Bottleneck Dimension (z)=8, HI Provision=true2026.05 | 11.34 | |
| STEPRegressor Head=Transformer, Bottleneck Dimension (z)=2, HI Provision=true2026.05 | 11.48 | |
| MS-DCNN2026.05 | 11.67 | |
| MLE4X+CCF2026.05 | 11.83 | |
| SSL2026.05 | 12.1 | |
| Prob. CNN2026.05 | 12.16 | |
| SoftCLTRegressor Head=Transformer, Bottleneck Dimension (z)=22026.05 | 12.21 | |
| AERegressor Head=Transformer2026.05 | 12.23 | |
| RVE2026.05 | 12.51 | |
| STEPRegressor Head=Transformer, Bottleneck Dimension (z)=4, HI Provision=true2026.05 | 13.35 | |
| SoftCLTRegressor Head=Transformer, Bottleneck Dimension (z)=42026.05 | 13.36 | |
| STEPRegressor Head=Linear Regression, Bottleneck Dimension (z)=4, HI Provision=true2026.05 | 14.49 | |
| VAE + RNN2026.05 | 14.88 | |
| STEPRegressor Head=Linear Regression, Bottleneck Dimension (z)=2, HI Provision=true2026.05 | 17.96 | |
| CNN2026.05 | 19.82 | |
| SVR2026.05 | 21.05 | |
| RVR2026.05 | 22.37 | |
| MLP2026.05 | 37.39 |