Table 5 Comparison of the results of the three models.

From: Time-weighted kernel density for gearbox residual life prediction

Current moment (h)

70

72

74

76

Actual RUL (h)

7.2

5.2

3.2

1.2

Proposed method’s MTTF (h)

5.751

4.392

2.876

1.074

Relative error (%)

20.125

15.538

10.125

10.500

DGN22 (h)

5.615

4.134

2.679

1.043

Relative error (%)

22.014

20.5

16.281

13.083

Ensemble model34 (h)

5.589

4.211

2.684

1.058

Relative error (%)

22.375

19.019

16.125

11.833