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ResearchFormerly WizWand

Remaining Useful Life Estimation on C-MAPSS FD004 (test)

12.1RMSESTEP
9.49227.09644.762.304May 29, 2026
Updated 5mo ago

Evaluation results

MethodLinks
STEPRegressor Head=Transformer, Bottleneck Dimension (z)=4, HI Provision=true2026.0512.1
I-GLIDEHI Provision=true2026.0512.3
Wang et al.HI Provision=true2026.0515.42
Prob. CNN2026.0515.9
RVE2026.0516.3
STEPRegressor Head=Transformer, Bottleneck Dimension (z)=2, HI Provision=true2026.0516.93
STEPRegressor Head=Transformer, Bottleneck Dimension (z)=8, HI Provision=true2026.0517.37
STEPRegressor Head=Transformer, Bottleneck Dimension (z)=16, HI Provision=true2026.0517.59
STEPRegressor Head=Linear Regression, Bottleneck Dimension (z)=2, HI Provision=true2026.0519.48
SoftCLTRegressor Head=Transformer, Bottleneck Dimension (z)=42026.0519.75
STEPRegressor Head=Linear Regression, Bottleneck Dimension (z)=4, HI Provision=true2026.0520.4
MLE4X+CCF2026.0520.7
SoftCLTRegressor Head=Transformer, Bottleneck Dimension (z)=22026.0521.14
MS-DCNN2026.0522.2
SSL2026.0522.66
VAE + RNN2026.0526.5
CNN2026.0529.1
RVR2026.0534.34
AERegressor Head=Transformer2026.0536.53
SVR2026.0545.35
MLP2026.0577.3