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ResearchFormerly WizWand

Remaining Useful Life prediction on NASA C-MAPSS FD001 (test)

7.78RMSEAuto RUL + LSTM
6.462415.356224.2533.1438Apr 29, 2025Jul 3, 2025Sep 7, 2025Nov 12, 2025Jan 17, 2026Mar 24, 2026May 29, 2026
Updated 5mo ago

Evaluation results

MethodLinks
Auto RUL + LSTM2025.047.78
Auto RUL + LSTMType=Joint model, Degradation model=sophisticated2025.047.78
I-GLIDEHI Provision=true2026.059.47
STEPRegressor Head=Transformer, Bottleneck Dimension (z)=2, HI Provision=true2026.0510.65
LSTM + FCLCNN2025.0411.17
LSTM + FCLCNNType=Joint model2025.0411.17
CNN-LSTM2026.0511.17
STEPRegressor Head=Transformer, Bottleneck Dimension (z)=4, HI Provision=true2026.0511.26
STEPRegressor Head=Transformer, Bottleneck Dimension (z)=8, HI Provision=true2026.0511.34
MS-DCNN2026.0511.44
VAE + RNN2026.0511.44
AERegressor Head=Transformer2026.0511.48
SoftCLTRegressor Head=Transformer, Bottleneck Dimension (z)=42026.0511.56
MLE4X+CCF2026.0511.57
STEPRegressor Head=Transformer, Bottleneck Dimension (z)=16, HI Provision=true2026.0511.62
BLS + TCN2025.0412.08
BLS + TCNType=Joint model2025.0412.08
Transformer + TCNN2025.0412.31
Transformer + TCNNType=Joint model2025.0412.31
Prob. CNN2026.0512.42
SSL2026.0512.56
STEPRegressor Head=Linear Regression, Bottleneck Dimension (z)=4, HI Provision=true2026.0512.87
SoftCLTRegressor Head=Transformer, Bottleneck Dimension (z)=22026.0513.26
RVE2026.0513.42
STEPRegressor Head=Linear Regression, Bottleneck Dimension (z)=2, HI Provision=true2026.0515.3
HQRNN2025.0415.46
HQRNNType=Proposed, Degradation model=piecewise linear2025.0415.46
GBType=Classical ML2025.0415.67
LSTMType=ANN2025.0416.14
CNN + LSTM2025.0416.16
CNN + LSTMType=Joint model2025.0416.16
MLPType=ANN2025.0416.78
RFType=Classical ML2025.0417.91
CNNType=ANN2025.0418.45
CNN2026.0518.45
LASSOType=Classical ML2025.0419.74
KNRType=Classical ML2025.0420.46
SVR2026.0520.96
RVR2026.0523.8
MLP2026.0537.56
SVMType=Classical ML2025.0440.72