An application research of virtual meter on gear fault detection

被引:0
|
作者
Nie, Guoxing [1 ]
机构
[1] East China Jiaotong Univ, Sch Elect & Elect Engn, Nanchang, Jiangxi, Peoples R China
来源
BIOTECHNOLOGY, AGRICULTURE, ENVIRONMENT AND ENERGY | 2015年
关键词
LABVIEW; wavelet packet decomposition; neural network; fault diagnosis;
D O I
暂无
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
The signal analysis and processing module, signal features extraction module and the fault diagnosis module were developed with graphic program language LABVIEW. The signal feature extraction was realized by the wavelet packet decomposition. The fault diagnosis was completed by the neural network. The features of frequency segment energy of the gear vibration signal picked up by the wavelet packet decomposition were used as the input vector of the neural network. The neural network was trained with the gear typical faults vibration signal acquired by imitation fault testing platform. Following that, the neural network trained was used to diagnose gear fault. The result indicates the effectiveness of the intelligent diagnosis system for gear faults. Virtual technology was effectively used on fault diagnosis.
引用
收藏
页码:153 / 156
页数:4
相关论文
共 50 条
  • [31] Application of Improved LMD in Gear Fault Diagnosis
    Teng, Ruijing
    Zhou, Xiaojun
    Yang, Chenlong
    Li, Zhao
    RESOURCES AND SUSTAINABLE DEVELOPMENT, PTS 1-4, 2013, 734-737 : 2930 - 2933
  • [32] MESMD and Its Application to Fault Diagnosis of Gear
    Ge, Kehan
    Shen, Yiping
    Zhou, Jie
    Peng, Yanfeng
    Wang, Songlai
    IEEE SENSORS JOURNAL, 2024, 24 (19) : 30512 - 30521
  • [33] Virtual Gear Measurement Center and its Application
    Chen Hong
    Wang Fang
    MATERIAL DESIGN, PROCESSING AND APPLICATIONS, PARTS 1-4, 2013, 690-693 : 3249 - 3252
  • [34] Defect detection of gear parts in virtual manufacturing
    Xu, Zhenxing
    Wang, Aizeng
    Hou, Fei
    Zhao, Gang
    VISUAL COMPUTING FOR INDUSTRY BIOMEDICINE AND ART, 2023, 6 (01)
  • [35] Defect detection of gear parts in virtual manufacturing
    Zhenxing Xu
    Aizeng Wang
    Fei Hou
    Gang Zhao
    Visual Computing for Industry, Biomedicine, and Art, 6
  • [36] Research on surface defect detection and fault diagnosis of mechanical gear based on R-CNN
    Guo W.
    Advanced Control for Applications: Engineering and Industrial Systems, 2024, 6 (02):
  • [37] Research on fault diagnosis of working position gear in tank gear-box
    Fan, Xin-Hai
    Qiu, Mian-Hao
    Wang, Zi-Ying
    An, Gang
    Binggong Xuebao/Acta Armamentarii, 2007, 28 (02): : 134 - 137
  • [38] The research and application of the collision detection algorithm in the virtual simulation system
    Li Panpan
    Shan Liang
    Su Zhiyong
    2014 33RD CHINESE CONTROL CONFERENCE (CCC), 2014, : 6417 - 6420
  • [39] The Research of Gear Reducer Fault Diagnosis in Coal Mine
    Zhang, Jun
    Xue, Guanghui
    Wu, Miao
    FRONTIERS OF MANUFACTURING AND DESIGN SCIENCE II, PTS 1-6, 2012, 121-126 : 3627 - 3631
  • [40] Gear fault detection and classification using learning machines
    Moster, PC
    SOUND AND VIBRATION, 2004, 38 (03): : 22 - 27