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

7.78RMSE

Auto RUL + LSTM

Updated 2d ago

Evaluation Results

Method	Links
Auto RUL + LSTM 2025.04		7.78
Auto RUL + LSTM 2025.04		7.78
I-GLIDE 2026.05		9.47
STEP 2026.05		10.65
LSTM + FCLCNN 2025.04		11.17
LSTM + FCLCNN 2025.04		11.17
CNN-LSTM 2026.05		11.17
STEP 2026.05		11.26
STEP 2026.05		11.34
MS-DCNN 2026.05		11.44
VAE + RNN 2026.05		11.44
AE 2026.05		11.48
SoftCLT 2026.05		11.56
MLE4X+CCF 2026.05		11.57
STEP 2026.05		11.62
BLS + TCN 2025.04		12.08
BLS + TCN 2025.04		12.08
Transformer + TCNN 2025.04		12.31
Transformer + TCNN 2025.04		12.31
Prob. CNN 2026.05		12.42
SSL 2026.05		12.56
STEP 2026.05		12.87
SoftCLT 2026.05		13.26
RVE 2026.05		13.42
STEP 2026.05		15.3
HQRNN 2025.04		15.46
HQRNN 2025.04		15.46
GB 2025.04		15.67
LSTM 2025.04		16.14
CNN + LSTM 2025.04		16.16
CNN + LSTM 2025.04		16.16
MLP 2025.04		16.78
RF 2025.04		17.91
CNN 2025.04		18.45
CNN 2026.05		18.45
LASSO 2025.04		19.74
KNR 2025.04		20.46
SVR 2026.05		20.96
RVR 2026.05		23.8
MLP 2026.05		37.56
SVM 2025.04		40.72