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A transformer model with enhanced feature learning and its application in rotating machinery diagnosis.

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第一作者： Shenrui,Zhu

第一单位： School of Aeronautics, Northwestern Polytechnical University, Xi'an 710072, PR China. Electronic address: zsravar@mail.nwpu.edu.cn.

作者： Shenrui,Zhu ^[1] ; Bin,Liao ^[2] ; Yi,Hua ^[3] ; Chunlin,Zhang ^[4] ; Fangyi,Wan ^[5] ; Xinlin,Qing ^[6]

作者单位： School of Aeronautics, Northwestern Polytechnical University, Xi'an 710072, PR China. Electronic address: zsravar@mail.nwpu.edu.cn. ^[1] School of Aeronautics, Northwestern Polytechnical University, Xi'an 710072, PR China. Electronic address: liaobin@mail.nwpu.edu.cn. ^[2] School of Aeronautics, Northwestern Polytechnical University, Xi'an 710072, PR China. Electronic address: yihua@mail.nwpu.edu.cn. ^[3] School of Aeronautics, Northwestern Polytechnical University, Xi'an 710072, PR China. Electronic address: zchunlin@nwpu.edu.cn. ^[4] School of Aeronautics, Northwestern Polytechnical University, Xi'an 710072, PR China. Electronic address: fwan@nwpu.edu.cn. ^[5] School of Aeronautics, Northwestern Polytechnical University, Xi'an 710072, PR China. Electronic address: xinlinqing@xmu.edu.cn. ^[6]

关键词 Intelligent fault diagnosis Patch splitting Positional encoding Transformer Varying-size inference

医学主题词规范(Benchmarking);电源供应(Electric Power Supplies);信息存储和检索(Information Storage and Retrieval);智力(Intelligence);手法, 整骨(Manipulation, Osteopathic)

DOI 10.1016/j.isatra.2022.07.016

PMID 35963653

发布时间 2023-02-28

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