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DKAMFormer:Domain Knowledge-Augmented Multiscale Transformer for Remaining Useful Life Prediction of Aeroengine

Song Fu Sihao Zhang Shisheng Zhong Yue Wang Lin Lin Minghang Zhao Lizheng Zu Yifan Lu Feng Guo Shiwei Suo Yikun Liu

自动化学报（英文版）2025，Vol.12Issue(8)：1610-1635,26.

自动化学报（英文版）2025，Vol.12Issue(8)：1610-1635,26.DOI:10.1109/JAS.2025.125126

DKAMFormer:Domain Knowledge-Augmented Multiscale Transformer for Remaining Useful Life Prediction of Aeroengine

Song Fu ¹Sihao Zhang ¹Shisheng Zhong ¹Yue Wang ¹Lin Lin ¹Minghang Zhao ²Lizheng Zu ¹Yifan Lu ¹Feng Guo ¹Shiwei Suo ¹Yikun Liu¹

作者信息

1. School of Mechatronics Engineering,Harbin Institute of Technology,Harbin 150000,China
2. Department of Mechanical Engineering,Harbin Institute of Technology,Weihai 264200,China
折叠

摘要

关键词

Aeroengine/domain knowledge/multiscale learning/remaining useful life(RUL)prediction/transformer

Key words

Aeroengine/domain knowledge/multiscale learning/remaining useful life(RUL)prediction/transformer

引用本文复制引用

Song Fu,Sihao Zhang,Shisheng Zhong,Yue Wang,Lin Lin,Minghang Zhao,Lizheng Zu,Yifan Lu,Feng Guo,Shiwei Suo,Yikun Liu..DKAMFormer:Domain Knowledge-Augmented Multiscale Transformer for Remaining Useful Life Prediction of Aeroengine[J].自动化学报（英文版）,2025,12(8):1610-1635,26.

基金项目

This work was supported in part by the National Natural Science Foundation of China(52305570),the National Natural Science Foundation of China Key Support Project(U2133202),China Postdoctoral Science Foundation(2022M720955),Postdoctoral Science Foundation of Heilongjiang Province(LBH-Z22187),and Outstanding Doctoral Dissertation Funding Project of Heilongjiang Province(LJYXL2022-011). （52305570）

自动化学报（英文版）

ISSN：2329-9266

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