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 modelB1B2B3
FDR (%)FAR (%)FDR (%)FAR (%)FDR (%)FAR (%)

CART76.820.4768.671.4763.850.84
RNN73.460.6568.002.1966.671.07
LSTM (Exp)79.150.5977.332.4379.490.92
LSTM (Log)80.000.7669.332.6374.361.37