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Dynamic Bayesian Networks in Dynamic Reliability and Proposition of a Generic Method for Dynamic Reliability Estimation

  • Fatma Zohra Zahra
  • Saliha Khouas-Oukid
  • Yasmina Assoul-Semmar
Part of the Studies in Computational Intelligence book series (SCI, volume 488)

Abstract

In this paper, we review briefly the different works published in the field of Dynamic Bayesian Network (DBN) reliability analyses and estimation, and we propose to use DBNs as a tool of knowledge extraction for constructing DBN models modeling the reliability of systems. This is doing, by exploiting the data of (tests or experiences feedback) taken from the history of the latter’s. The built model is used for estimating the system reliability via the inference mechanism of DBNs. The proposed approach has been validated using known system examples taken from the literature.

Keywords

dependability analysis dynamic Bayesian networks structure learning knowledge discovery dynamic reliability estimation 

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Copyright information

© Springer International Publishing Switzerland 2013

Authors and Affiliations

  • Fatma Zohra Zahra
    • 1
  • Saliha Khouas-Oukid
    • 2
  • Yasmina Assoul-Semmar
    • 3
  1. 1.High School of computer scienceAlgiersAlgeria
  2. 2.Computer Science DepartmentSaad Dahlab UniversityBlidaAlgeria
  3. 3.Department of AeronauticsSaad Dahlab UniversityBlidaAlgeria

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