• DocumentCode
    1779016
  • Title

    Constructing Bayesian Network by Integrating FMEA with FTA

  • Author

    Dezhong Ma ; Zhen Zhou ; Yongqing Jiang ; Wenfei Ding

  • Author_Institution
    Coll. of Meas.-control Technol. & Commun. Eng., Harbin Univ. of Sci. & Technol., Harbin, China
  • fYear
    2014
  • fDate
    18-20 Sept. 2014
  • Firstpage
    696
  • Lastpage
    700
  • Abstract
    Bayesian Network has an advantage in dealing with uncertainty. But It is difficult to construct a scientific and rational Bayesian Network model in practice application. In order to solve this problem, a novel method for constructing Bayesian Network by integrating Failure Mode and Effect Analysis (FMEA) with Fault Tree Analysis (FTA) was proposed. Firstly, the structure matrix representations of FMEA, FTA and Bayesian Network were shown and a structure matrix integration algorithm was explained. Then, an approach for constructing Bayesian Network by obtaining information on node, structure and parameter from FMEA and FTA based on structure matrix was put forward. Finally, in order to verify the feasibility of the method, an illustrative example was given. This method can simplify the modeling process and improve the modeling efficiency for constructing Bayesian Network and promote the application of Bayesian Network in the system reliability and safety analysis.
  • Keywords
    belief networks; failure analysis; matrix algebra; reliability theory; FMEA; FTA; failure mode and effect analysis; fault tree analysis; rational Bayesian network model; safety analysis; structure matrix integration algorithm; structure matrix representations; system reliability; Analytical models; Bayes methods; Computer network reliability; Fault trees; Reliability; Safety; Uncertainty; Bayesian Network; Failure Mode and Effect Analysis (FMEA); Fault Tree Analysis (FTA); Reliability; Structure Matrix;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Instrumentation and Measurement, Computer, Communication and Control (IMCCC), 2014 Fourth International Conference on
  • Conference_Location
    Harbin
  • Print_ISBN
    978-1-4799-6574-8
  • Type

    conf

  • DOI
    10.1109/IMCCC.2014.148
  • Filename
    6995118