A digital twin system for centrifugal pump fault diagnosis driven by transfer learning based on graph convolutional neural networks

被引：0
|
作者：
Xu, Zifeng [1 ,2 ]
Wang, Zhe [1 ,2 ]
Gao, Chaojia [1 ,2 ]
Zhang, Keqi [1 ,2 ]
Lv, Jie [3 ]
Wang, Jie [3 ]
Liu, Lilan [1 ,2 ]
机构：
[1] School of Mechatronic Engineering and Automation, Shanghai University, Shanghai,200444, China
[2] Shanghai Key Laboratory of Intelligent Manufacturing and Robotics, Shanghai University, Shanghai,200444, China
[3] Hefei Data Space Research Institute, Hefei,230011, China
来源：
Computers in Industry | 2024年 / 163卷
关键词：
46;
D O I：
10.1016/j.compind.2024.104155
中图分类号：
学科分类号：
摘要：
引用
收藏
相关论文
共 50 条
  • [1] Fault diagnosis method of centrifugal pump driven by digital twin
    Zhang, Shengwen
    Yang, Linghe
    Cheng, Dejun
    [J]. Jisuanji Jicheng Zhizao Xitong/Computer Integrated Manufacturing Systems, CIMS, 2023, 29 (05): : 1462 - 1470
  • [2] Centrifugal Pump Fault Detection with Convolutional Neural Network Transfer Learning
    Sunal, Cem Ekin
    Velisavljevic, Vladan
    Dyo, Vladimir
    Newton, Barry
    Newton, Jake
    [J]. SENSORS, 2024, 24 (08)
  • [3] A Fault Diagnosis Method Based on Transfer Convolutional Neural Networks
    Liu, Qing
    Huang, Chenxi
    [J]. IEEE ACCESS, 2019, 7 : 171423 - 171430
  • [4] Deep Transfer Learning Based on Convolutional Neural Networks for Intelligent Fault Diagnosis of Spacecraft
    Xiang, Gang
    Chen, Wenjing
    Peng, Yu
    Wang, Yuanjin
    Qu, Chen
    [J]. 2020 CHINESE AUTOMATION CONGRESS (CAC 2020), 2020, : 5522 - 5526
  • [5] A Generic Intelligent Bearing Fault Diagnosis System Using Convolutional Neural Networks With Transfer Learning
    Lu, Tao
    Yu, Fanqianhui
    Han, Baokun
    Wang, Jinrui
    [J]. IEEE ACCESS, 2020, 8 : 164807 - 164814
  • [6] A Fault Diagnosis Approach for Triplex Pump Based on Digital Twin and Ensemble Learning
    Chen, Lidan
    Zhang, Zijie
    Qi, Tian
    [J]. 2024 THE 7TH INTERNATIONAL CONFERENCE ON ENERGY, ELECTRICAL AND POWER ENGINEERING, CEEPE 2024, 2024, : 469 - 476
  • [7] Online Fault Diagnosis Method Based on Transfer Convolutional Neural Networks
    Xu, Gaowei
    Liu, Min
    Jiang, Zhuofu
    Shen, Weiming
    Huang, Chenxi
    [J]. IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, 2020, 69 (02) : 509 - 520
  • [8] Intelligent Machine Fault Diagnosis Using Convolutional Neural Networks and Transfer Learning
    Zhang, Wentao
    Zhang, Ting
    Cui, Guohua
    Pan, Ying
    [J]. IEEE ACCESS, 2022, 10 : 50959 - 50973
  • [9] Breast Cancer Diagnosis System Based on Transfer Learning and Deep Convolutional Neural Networks
    Chu Jinghui
    Wu Zerui
    Lu Wei
    Li Zhe
    [J]. LASER & OPTOELECTRONICS PROGRESS, 2018, 55 (08)
  • [10] A Digital Twin of a Water Distribution System by Using Graph Convolutional Networks for Pump Speed-Based State Estimation
    Bonilla, Carlos A.
    Zanfei, Ariele
    Brentan, Bruno
    Montalvo, Idel
    Izquierdo, Joaquin
    [J]. WATER, 2022, 14 (04)
12345