A novel fault diagnosis approach of a mechanical system based on meta-action unit

被引:6
|
作者
Zhang, Xiaogang [1 ]
Zhang, Genbao [1 ,2 ]
Li, Yulong [1 ]
Ran, Yan [1 ,2 ]
Wang, Hongwei [1 ]
Gong, Xiansheng [1 ,2 ]
机构
[1] Chongqing Univ, Coll Mech Engn, Shazheng St, Chongqing 400044, Peoples R China
[2] Chongqing Univ, State Key Lab Mech Transmiss, Chongqing, Peoples R China
关键词
Function-motion-action decomposition method; meta-action unit; fault diagnosis; fault tree analysis approach; evidential network; RELIABILITY; FMEA;
D O I
10.1177/1687814019826644
中图分类号
O414.1 [热力学];
学科分类号
摘要
When a mechanical system fails, the most important thing is to find out the fault location and causes quickly and accurately. Based on the meta-action unit, this article proposes a comprehensive, qualitative, and quantitative fault diagnosis method composed of fault tree analysis and evidential network to analyze faults of the mechanical system. First, we expand the function-motion-action decomposition method, revise the definitions of meta-action and meta-action unit derived from the function-motion-action decomposition of the complex mechanical system, use the fault tree analysis approach to analyze the faults of the meta-action unit instead of the system directly, and establish the meta-action unit fault tree analysis (MU-FTA) model with simple levels. These activities can tremendously simplify the qualitative diagnostic model. Second, the MU-FTA model is mapped to the evidential network model according to their similarities. Finally, we fuse the after-sales data and expert experience information by Dempster's combination rule to calculate the basic probability assignments of the parent nodes in the bottom layer of the evidential network model. Thus, the basic probability assignments of meta-action units are obtained by network transmission and the diagnostic conclusion is acquired. The fault diagnosis of a certain type of numerical control turntable is conducted as an example to demonstrate and verify the feasibility and effectiveness of the proposed approach.
引用
收藏
页数:12
相关论文
共 50 条
  • [31] Meta-action reliability-based mechanical product optimization design under uncertainty environment
    Chen, Yifan
    Ran, Yan
    Wang, Zhichao
    Li, Xinlong
    Yang, Xin
    Zhang, Genbao
    ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE, 2021, 100
  • [32] Early failure active elimination system research for electromechanical product based on meta-action
    Li, Yulong
    Wen, Shutao
    Liu, Shengquan
    Zhao, Lingyu
    Wang, Qinghang
    Zhang, Genbao
    QUALITY AND RELIABILITY ENGINEERING INTERNATIONAL, 2021, 37 (05) : 2305 - 2324
  • [33] Reliability and Modal Analysis of Key Meta-Action Unit for CNC Machine Tool
    Li, Yulong
    Zhang, Xiaogang
    Ran, Yan
    Zhang, Wei
    Zhang, Genbao
    IEEE ACCESS, 2019, 7 : 23640 - 23655
  • [34] Predictive analysis of the precision remaining useful life of CNC machine tools based on meta-action unit
    Li, Junfa
    Gu, Minghui
    Li, Yulong
    Wen, Shutao
    Zhang, Genbao
    PROCEEDINGS OF THE INSTITUTION OF MECHANICAL ENGINEERS PART B-JOURNAL OF ENGINEERING MANUFACTURE, 2025, 239 (1-2) : 185 - 197
  • [35] The full-state reliability model and evaluation technology of mechatronic product based on meta-action unit
    Zhang, Wei
    Zhang, Genbao
    Ran, Yan
    Shao, Yimin
    ADVANCES IN MECHANICAL ENGINEERING, 2018, 10 (05):
  • [36] A Reliability Allocation Method for Meta-action of Mechanical Products Considering Double Uncertainty
    Zhang W.
    Xie J.
    Du Y.
    Ran Y.
    Zhang G.
    Zhongguo Jixie Gongcheng/China Mechanical Engineering, 2024, 35 (05): : 802 - 810
  • [37] Risk Analysis of Coupling Fault Propagation Based on Meta-Action for Computerized Numerical Control (CNC) Machine Tool
    Chen, Yifan
    Zhang, Genbao
    Ran, Yan
    COMPLEXITY, 2019, 2019
  • [38] A More Reasonable Definition of Failure Mode for Mechanical Systems Using Meta-Action
    Yu, Hui
    Zhang, Genbao
    Ran, Yan
    IEEE ACCESS, 2019, 7 : 4898 - 4904
  • [39] Quality characteristic association analysis of computer numerical control machine tool based on meta-action assembly unit
    Ran, Yan
    Zhang, Genbao
    Zhang, Lian
    ADVANCES IN MECHANICAL ENGINEERING, 2016, 8 (01)
  • [40] A Novel Feature Extraction Approach for Mechanical Fault Diagnosis Based on ESAX and BoW Model
    Zhao, Dongfang
    Liu, Shulin
    Miao, Zhonghua
    Zhang, Hongli
    Wei, Yuan
    Xiao, Shungen
    IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, 2022, 71