Research Article
A Prediction Method for the RUL of Equipment for Missing Data
Table 5
The results of the RUL prediction with and without data imputation for a missing data rate of 0.1.
| Method | FD001 | FD002 | FD003 | FD004 | RMSE | Score | RMSE | Score | RMSE | Score | RMSE | Score |
| GAIN imputation | 14.48 | 274.62 | 18.73 | 2067.25 | 15.83 | 338.05 | 23.28 | 4750.18 | No imputation | 71.47 | 1620023.5 | 77.04 | 1815133.4 | 75.62 | 3656987.8 | 66.73 | 4859614.0 |
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