Research Article
Hard Disk Drive Failure Prediction for Mobile Edge Computing Based on an LSTM Recurrent Neural Network
Table 3
Comparison of the FDRs and FARs for families “B1,” “B2,” and “B3,” between prediction models.
| Prediction model | B1 | B2 | B3 | FDR (%) | FAR (%) | FDR (%) | FAR (%) | FDR (%) | FAR (%) |
| CART | 76.82 | 0.47 | 68.67 | 1.47 | 63.85 | 0.84 | RNN | 73.46 | 0.65 | 68.00 | 2.19 | 66.67 | 1.07 | LSTM (Exp) | 79.15 | 0.59 | 77.33 | 2.43 | 79.49 | 0.92 | LSTM (Log) | 80.00 | 0.76 | 69.33 | 2.63 | 74.36 | 1.37 |
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