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F. Liu

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Open access Aug 2026

Remaining useful life estimation of aeroengine based on CNN-BiLSTM

The proposed CNN-BiLSTM model consistently outperforms CNN, DCNN, RNN, and BiLSTM approaches in terms of RMSE and MAE, providing more accurate and robust prediction results for aeroengine systems operating under complex degradation conditions.

Q. Zhang, X. J. Yang, S. H. Zhu et al. · 0 citations

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