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 |