UML Statechart Fault Tree Generation By Model Checking

Luke Thomas Herbert, Zaza Nadja Lee Herbert-Hansen

    Research output: Chapter in Book/Report/Conference proceedingArticle in proceedingsResearchpeer-review

    Abstract

    he safety analysis of workflows requires a key creative step where safety engineers imagine what undesirable events can occur under which conditions. We present a framework for the automated generation of fault trees from UML models extended with probabilistic non-deterministic branching. We present an algorithm that allows for exhaustive generation of possible error states that could arise during model execution, where the generated error states allow for both fail-stop behaviour and continued system execution.

    By employing stochastic model checking we calculate the probabilities of reaching each non-error state of the system. Each generated error state is assigned a variable indicating its individual probability of occurrence. Our method can determine the probability of combined faults occurring, while accounting for the basic probabilistic structure of the system being modelled enabling a comprehensive fault tree to be generated, where expected mean values of reward structures can be calculated at points of failure.
    Original languageEnglish
    Title of host publication27th European Safety and Reliability Conference, ESREL 2017
    Publication date2017
    Pages587-595
    ISBN (Print)9781138629370
    DOIs
    Publication statusPublished - 2017
    EventEuropean Safety and Reliability Conference ESREL 2017 - Portoroz, Slovenia
    Duration: 18 Jun 201722 Jun 2017
    http://esrel2017.org/

    Conference

    ConferenceEuropean Safety and Reliability Conference ESREL 2017
    CountrySlovenia
    CityPortoroz
    Period18/06/201722/06/2017
    Internet address

    Cite this