Research Article

[Retracted] Convolution-LSTM-Based Mechanical Hard Disk Failure Prediction by Sensoring S.M.A.R.T. Indicators

Table 1

The key parameters of the neural network used for the experiments.

NameMeaningValue

embedding_dimThe dimension of input data16
seq_lengthThe length of sequence60
num_classesThenumberof classes2
keep_probThe dropout rate0.5
learning_rateThe learning rate1e-4
batch_sizeThe size of batch256
num_epochsThe number of trainings5
lstm_sizeThe LSTM size3 16
lstm_layersThe LSTM layer2