Table 5 Predictive evaluation of each test bearing.

From: Remaining useful life prediction method based on gated dilation causal convolution

Test bearing

Method in29

TCN-SA30

CNN-BiLSTM31

Proposed

MAE

RMSE

MAE

RMSE

Score

MAE

RMSE

Score

R2

MAE

RMSE

Score

R2

B1-1

15.6

17.8

38.6

46.8

0.68

25

28.9

0.51

− 0.01

22.4

25.7

0.48

0.21

B1-2

18.3

22.4

33.8

41.3

0.69

25.4

29.6

0.55

− 0.05

13.1

16.4

0.59

0.68

B1-3

14.8

18.1

32.5

40.4

0.69

25.5

29.7

0.55

− 0.06

19.4

22.3

0.55

0.4

B1-4

23

28.4

43.5

51.5

0.66

25

28.8

0.5

0

20.1

23.6

0.55

0.33

B1-5

20.8

26.3

35.7

43.8

0.7

32

39.2

0.65

− 0.84

32

39.2

0.66

− 0.84

B1-6

27.3

32.6

23.6

27.1

0.47

29.3

35.7

0.64

− 0.53

36

43.1

0.25

− 1.23

B1-7

15

18.4

46.7

54.7

0.64

34.6

42.4

0.66

− 1.15

31.8

38.7

0.67

− 0.8

B2-1

18

21.2

13.8

16.8

0.67

37.3

45.5

0.67

− 1.48

32.7

40.2

0.68

− 0.94

B2-2

15.6

20

23.2

27.8

0.38

31.8

38.8

0.65

− 0.81

14.7

17.3

0.74

0.64

B2-3

23.1

27.7

29.6

35

0.3

33.7

41.2

0.66

− 1.04

18.5

21.7

0.45

0.43

B2-4

27.9

33.4

34.1

41.8

0.28

31.8

38.9

0.65

− 0.81

29.5

35.7

0.63

− 0.53

B2-5

20.9

24.9

25

33.4

0.7

32.1

39.2

0.65

− 0.85

28.6

34.6

0.63

− 0.44

B2-6

35.2

43.8

38.6

46.7

0.24

33.1

40.5

0.66

− 0.97

30.8

37.6

0.65

− 0.69

B2-7

39.4

46.7

23.1

26.6

0.45

25.1

29.2

0.55

− 0.03

32.6

40.8

0.68

− 1