Remaining Useful Life Estimation on C-MAPSS FD004 (test)
12.1RMSESTEP
Evaluation Results
| Method | Links | |
|---|---|---|
| STEPRegressor Head=Transformer, Bottleneck Dimension (z)=4, HI Provision=true2026.05 | 12.1 | |
| I-GLIDEHI Provision=true2026.05 | 12.3 | |
| Wang et al.HI Provision=true2026.05 | 15.42 | |
| Prob. CNN2026.05 | 15.9 | |
| RVE2026.05 | 16.3 | |
| STEPRegressor Head=Transformer, Bottleneck Dimension (z)=2, HI Provision=true2026.05 | 16.93 | |
| STEPRegressor Head=Transformer, Bottleneck Dimension (z)=8, HI Provision=true2026.05 | 17.37 | |
| STEPRegressor Head=Transformer, Bottleneck Dimension (z)=16, HI Provision=true2026.05 | 17.59 | |
| STEPRegressor Head=Linear Regression, Bottleneck Dimension (z)=2, HI Provision=true2026.05 | 19.48 | |
| SoftCLTRegressor Head=Transformer, Bottleneck Dimension (z)=42026.05 | 19.75 | |
| STEPRegressor Head=Linear Regression, Bottleneck Dimension (z)=4, HI Provision=true2026.05 | 20.4 | |
| MLE4X+CCF2026.05 | 20.7 | |
| SoftCLTRegressor Head=Transformer, Bottleneck Dimension (z)=22026.05 | 21.14 | |
| MS-DCNN2026.05 | 22.2 | |
| SSL2026.05 | 22.66 | |
| VAE + RNN2026.05 | 26.5 | |
| CNN2026.05 | 29.1 | |
| RVR2026.05 | 34.34 | |
| AERegressor Head=Transformer2026.05 | 36.53 | |
| SVR2026.05 | 45.35 | |
| MLP2026.05 | 77.3 |