• DocumentCode
    3250639
  • Title

    Modelling of failure prediction Bayesian network based on fault tree analysis

  • Author

    Cai, Zhi-qiang ; Sun, Shu-Dong ; Si, Shu-Bin ; Wang, Ning

  • Author_Institution
    Key Lab. of Contemporary Design & Integrated Manuf. Technol., Northwestern Polytech. Univ., Xi´´an, China
  • fYear
    2010
  • fDate
    29-31 Oct. 2010
  • Firstpage
    937
  • Lastpage
    941
  • Abstract
    Based on the useful failure relationships embedded in the fault tree analysis (FTA), the paper proposes a failure prediction Bayesian Network (FPBN) modelling method to establish the practical model and facilitate its applications. In the modelling method, the transformation of events and logic relationships in FTA to variables, edges and conditional probability distributions (CPD) in FPBN are illustrated. Moreover, considering the developments of advanced detection devices, the detection information is also introduced in the FPBN model. At last, the case study of a tank clutch pedal (TCP) is carried out by transforming its FTA to a corresponding FPBN. The results show that, the proposed method can perform effectively in modelling FPBN based on FTA.
  • Keywords
    belief networks; fault trees; maintenance engineering; statistical distributions; advanced detection devices; conditional probability distributions; failure prediction Bayesian network; failure relationships; fault tree analysis; tank clutch pedal; Atmospheric modeling; Noise measurement; Predictive models; Uncertainty; Bayesian network; Failure prediction; fault tree analysis; modelling; tank clutch pedal;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Industrial Engineering and Engineering Management (IE&EM), 2010 IEEE 17Th International Conference on
  • Conference_Location
    Xiamen
  • Print_ISBN
    978-1-4244-6483-8
  • Type

    conf

  • DOI
    10.1109/ICIEEM.2010.5646472
  • Filename
    5646472