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Keywords: Attention mechanism
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Journal Articles

Bayesian temporal factorization and improved transformer architecture for the prediction of aero-engine remaining useful life

Chaochao Guo, Youchao Sun
Journal: Engineering Computations
Engineering Computations 1–24.
https://doi.org/10.1108/EC-08-2024-0783
Published: 02 July 2026
... Administration of China (award number: U2033202 and U1333119), the National Natural Science Foundation of China (award number: 52172387) and the Aeronautical Science Foundation of China (award number: 2022Z071052001). Aero-engine Matrix factorization Missing data imputation Attention mechanism RUL...
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Journal Articles

Deep learning-based time series classification for damage assessment in multi-layer composite structures

Hoa Ngoc Tran, Thanh Tien Bui, Thang Xuan Le, Vu Van Le, Chaoyi Xia
Journal: Engineering Computations
Engineering Computations 1–23.
https://doi.org/10.1108/EC-03-2025-0229
Published: 06 April 2026
.... By integrating advanced neural network architectures – including 1-Dimensional Convolutional Neural Networks (1DCNN), Residual Networks (ResNet), Bidirectional Gated Recurrent Units (BiGRU), and Attention Mechanism (AM) – the proposed model effectively captures spatial relationships, highlights critical input...
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