Table 5 results of various mainstream RUL prediction methods.

From: Remaining useful life prognosis of turbofan engines based on deep feature extraction and fusion

Model

RMSE

Score

The proposed method

10.14

197

HDNN23

13.02

245

DCNN24

12.61

274

LSTM-FNN24

16.14

338

DBN25

15.21

418

MLP26

16.78

560

SVM26

40.72

7703

RF26

17.91

480

Autoencoder-BLSTM27

13.63

261

VAE-D2GAN28

11.60

221

CNN-LSTM29

14.40

290