• DocumentCode
    61639
  • Title

    A Visual Interactive Method for Prime Implicants Identification

  • Author

    Di Maio, Francesco ; Baronchelli, Samuele ; Zio, Enrico

  • Author_Institution
    Energy Dept., Politec. di Milano, Milan, Italy
  • Volume
    64
  • Issue
    2
  • fYear
    2015
  • fDate
    Jun-15
  • Firstpage
    539
  • Lastpage
    549
  • Abstract
    We propose a visual interactive method for the identification of the Prime Implicants (PIs) of dynamic non-coherent systems. Visual interactive methods integrate mathematical and symbolic models with runtime interaction and real-time graphic display, which allow visualizing the underlying physical relationships among process parameters. The proposed method is based on a parallel coordinates data mining tool that relies on an innovative pruning procedure which, on the basis of a proper selection of characteristic features of the accident sequences, retrieves the PIs among the whole set of implicants in terms of process parameter values or component failure states or both. The method is exemplified on an artificial case study, and then applied to the dynamic reliability analysis of the Airlock System of a Canadian Deuterium Uranium reactor.
  • Keywords
    data mining; feature selection; fission reactor accidents; nuclear engineering computing; nuclear power stations; uranium; Canadian Deuterium Uranium reactor; PI Identification; PI retrieval; accident sequences; airlock system; characteristic feature selection; component failure states; dynamic noncoherent systems; dynamic reliability analysis; mathematical models; parallel coordinate data mining tool; physical relationship visualization; prime implicant identification; process parameter values; process parameters; pruning procedure; real-time graphic display; runtime interaction; symbolic models; visual interactive method; Accidents; Data mining; Data visualization; Deuterium; Inductors; Reliability; Visualization; Dynamic reliability; data mining; nuclear power plants; paraller coordinates diagram; prime implicants;
  • fLanguage
    English
  • Journal_Title
    Reliability, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0018-9529
  • Type

    jour

  • DOI
    10.1109/TR.2014.2371015
  • Filename
    6969120