• DocumentCode
    1515590
  • Title

    A Generalized Minimal Hitting-Set Algorithm to Handle Diagnosis With Behavioral Modes

  • Author

    Nyberg, Mattias

  • Author_Institution
    Dept. of Electr. Eng., Linkoping Univ., Linkoping, Sweden
  • Volume
    41
  • Issue
    1
  • fYear
    2011
  • Firstpage
    137
  • Lastpage
    148
  • Abstract
    To handle diagnosis with behavioral modes, a new generalized minimal hitting-set algorithm is presented. The key properties in comparison with that of the original minimal hitting-set algorithm given by de Kleer and Williams are that it can handle more than two modes per component and also nonpositive conflicts. The algorithm computes a logical formula that characterizes all diagnoses. Instead of minimal or kernel diagnoses, some specific conjunctions in the logical formula are used to characterize the diagnoses. These conjunctions are a generalization of both minimal and kernel diagnoses. From the logical formulas, it is also easy to derive the set of preferred diagnoses. One usage of the algorithm is fault isolation in the sense of fault detection and isolation (FDI). The algorithm is experimentally shown to provide significantly better performance compared to the fault isolation approach based on structured residuals, which is commonly used in FDI.
  • Keywords
    condition monitoring; fault diagnosis; formal logic; set theory; behavioral modes; diagnosis handling; fault detection and isolation; generalized minimal hitting-set algorithm; kernel diagnosis; logical formula; minimal diagnosis; structured residuals; Fault detection; Fault diagnosis; Kernel; Fault detection and isolation (FDI); fault diagnosis; fault isolation;
  • fLanguage
    English
  • Journal_Title
    Systems, Man and Cybernetics, Part A: Systems and Humans, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1083-4427
  • Type

    jour

  • DOI
    10.1109/TSMCA.2010.2048750
  • Filename
    5484526