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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