• DocumentCode
    2470776
  • Title

    Multicriteria information fusion using a fuzzy evidential rule-based framework

  • Author

    Aminravan, Farzad ; Sadiq, Rehan ; Hoorfar, Mina ; Rodriguez, Manuel J. ; Najjaran, Homayoun

  • Author_Institution
    Okanagan Sch. of Eng., Univ. of British Columbia, Kelowna, BC, Canada
  • fYear
    2012
  • fDate
    14-17 Oct. 2012
  • Firstpage
    1890
  • Lastpage
    1895
  • Abstract
    This paper proposes a novel fuzzy evidential rule-based (FERB) system to represent uncertain expert knowledge. The fuzzy evidential reasoning framework is introduced to model epistemic uncertainties including nonspecificity, vagueness, as well as local and global ignorance in the knowledge base. A computationally efficient formulation of the FERB system using an uncertain IF-THEN rule matrix is presented. Inference is performed through determining the fired rules followed by fuzzy Dempster-Shafer combination of activated belief structures. The application of the proposed FERB system is investigated using a case study of risk assessment for drinking water. Finally, the proposed FERB system is tested through data that were available for a water distribution network.
  • Keywords
    belief maintenance; fuzzy set theory; inference mechanisms; knowledge based systems; matrix algebra; risk management; sensor fusion; uncertainty handling; water supply; FERB system; IF-THEN rule matrix; belief structure; drinking water; epistemic uncertainty; expert knowledge; fuzzy Dempster-Shafer combination; fuzzy evidential rule-based system; global ignorance uncertainty; local ignorance uncertainty; multicriteria information fusion; nonspecificity uncertainty; risk assessment; vagueness uncertainty; water distribution network; Cognition; Computational efficiency; Decision making; Pragmatics; Risk management; Uncertainty; Water pollution; conflict resolution; fuzzy evidential reasoning; ignorance; multicritera decision making; rule-based systems;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Systems, Man, and Cybernetics (SMC), 2012 IEEE International Conference on
  • Conference_Location
    Seoul
  • Print_ISBN
    978-1-4673-1713-9
  • Electronic_ISBN
    978-1-4673-1712-2
  • Type

    conf

  • DOI
    10.1109/ICSMC.2012.6378014
  • Filename
    6378014