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超图卷积神经模糊方法在工业设备故障诊断中的应用
Papers | 更新时间:2025-10-17
    • 超图卷积神经模糊方法在工业设备故障诊断中的应用

    • A neuro-fuzzy approach with hypergraph convolution for fault diagnosis in industrial devices

    • “在工业系统故障诊断领域,引入了一种突破性的集成超图卷积的神经模糊框架。这项创新通过模糊规则捕获了信息级联的语义表示,增强了诊断结果并解决了模型的可解释性。专家建立的多层感知混合嵌入减轻了知识分散,在诊断任务中实现了最先进的性能。”
    • 可靠性科学与工程学报(英文)   2025年第3期 页码:1-13
    • 作者机构:

      School of Mechanical and Electrical Engineering, Guangzhou University, Guangzhou 510006, People's Republic of China

      The State Key Laboratory of Engines, Tianjin University, Tianjin 300350, People's Republic of China

      School of Mechanical Engineering, Wuhan University of Science and Technology, Wuhan 430081, People's Republic of China

      School of Traffic and Transportation, Beijing Jiaotong University, Beijing 100044, People's Republic of China

      School of Computer Science and Technology, Xi'an University of Posts and Telecommunications, Xi'an 710121, People's Republic of China

      State Key Laboratory for Manufacturing System Engineering, Xi'an Jiaotong University, Xi'an 710049, People's Republic of China

      School of Mechatronics and Vehicle Engineering, East China Jiaotong University, Nanchang 330013, People's Republic of China

      Institute of Artificial Intelligence, Guangzhou University, Guangzhou 510006, People's Republic of China

    • DOI:10.1088/3050-2454/ae064d    

      中图分类号:
    • 收稿:2025-06-23,

      修回:2025-08-12,

      录用:2025-09-04,

      网络出版:2025-09-26,

      纸质出版:2025

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  • Jichao Zhuang, Jiaxin Wu, Guobin Pei, et al. A neuro-fuzzy approach with hypergraph convolution for fault diagnosis in industrial devices[J]. Journal of Reliability Science and Engineering, 2025, 1: 035301. DOI: 10.1088/3050-2454/ae064d.

    Jichao Zhuang, Jiaxin Wu, Guobin Pei, et al. 超图卷积神经模糊方法在工业设备故障诊断中的应用[J]. 可靠性科学与工程学报(英文), 2025, 1: 035301. DOI: 10.1088/3050-2454/ae064d.

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