Chinese Journal of Mechanical Engineering

Table 5 Optimal sequence length for different algorithms

From: Practical Options for Adopting Recurrent Neural Network and Its Variants on Remaining Useful Life Prediction

Algorithms	Optimal sequence length
RNN_1LAYER	50
RNN_2LAYERS	50,75,100
RNN_3LAYERS	75
LSTM_1LAYER	100
LSTM_2LAYERS	100
LSTM_3LAYERS	100
Bi_LSTM_1LAYER	100
Bi_LSTM_2LAYERS	75
Bi_LSTM_3LAYERS	100
GRU_1LAYER	75,100
GRU_2LAYERS	100
GRU_3LAYERS	100

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