Research Article
A Novel Method for Remaining Useful Life Prediction of Roller Bearings Involving the Discrepancy and Similarity of Degradation Trajectories
Table 7
The comparison of RUL prediction results of testing bearings.
| Methods | RMSE | SMAPE | Score |
| Sutrisno’s method [13] | 0.3187 | 0.3583 | 0.3066 | Singleton’s method [14] | 0.1161 | 0.3768 | 0.2645 | Hong’s method [17] | 0.0907 | 0.2258 | 0.3614 | Zhu’s method [22] | 0.0691 | 0.1549 | 0.3624 | Guo’s method [24] | 0.0860 | 0.1910 | 0.2631 | Cheng’s method [29] | 0.0971 | 0.2769 | 0.3035 | Mao’s method [30] | 0.0558 | 0.2399 | 0.4285 | Li’s method [33] | 0.0950 | 0.1516 | 0.3974 | Proposed method | 0.0653 | 0.1373 | 0.4182 |
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