A Bayesian belief network for reliability assessment

B. Gran, Atte Helminen

    Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingsScientificpeer-review

    27 Citations (Scopus)

    Abstract

    The objective of this paper is to present work on how a Bayesian Belief Network for a software safety standard, can be merged with a BBN on the reliability estimation of software based digital systems. The results on applying BBN methodology with a software safety standard is based upon previous research by the Halden Project, while the results on the reliability estimation is based on a Master’s Thesis by Helminen. The research is also a part in the more long-term activity by the Halden Reactor Project on the use of BBNs as support for safety assessment of programmable systems. In this report it is discussed how the two approaches can be merged together into one Bayesian Network, and the problems with merging are pinpointed.
    Original languageEnglish
    Title of host publication Computer Safety, Reliability and Security
    Subtitle of host publication SAFECOMP 2001
    PublisherSpringer
    Pages35-45
    ISBN (Electronic)978-3-540-42607-3
    ISBN (Print)978-3-540-42607-3
    DOIs
    Publication statusPublished - 2001
    MoE publication typeA4 Article in a conference publication
    EventInternational Conference on Computer Safety, Reliability and Security, SAFECOMP 2001 - Budapest, Hungary
    Duration: 27 Sep 200128 Sep 2001

    Publication series

    SeriesLecture Notes in Computer Science
    Volume2187
    ISSN0302-9743

    Conference

    ConferenceInternational Conference on Computer Safety, Reliability and Security, SAFECOMP 2001
    CountryHungary
    CityBudapest
    Period27/09/0128/09/01

    Keywords

    • bayesian networks
    • failure probability
    • operational profile
    • quality aspect
    • bayesian belief network

    Fingerprint Dive into the research topics of 'A Bayesian belief network for reliability assessment'. Together they form a unique fingerprint.

  • Cite this

    Gran, B., & Helminen, A. (2001). A Bayesian belief network for reliability assessment. In Computer Safety, Reliability and Security: SAFECOMP 2001 (pp. 35-45). Springer. Lecture Notes in Computer Science, Vol.. 2187 https://doi.org/10.1007/3-540-45416-0_4