• DocumentCode
    1419306
  • Title

    Computing With Words for Hierarchical Decision Making Applied to Evaluating a Weapon System

  • Author

    Wu, Dongrui ; Mendel, Jerry M.

  • Author_Institution
    Ming Hsieh Dept. of Electr. Eng., Univ. of Southern California, Los Angeles, CA, USA
  • Volume
    18
  • Issue
    3
  • fYear
    2010
  • fDate
    6/1/2010 12:00:00 AM
  • Firstpage
    441
  • Lastpage
    460
  • Abstract
    The perceptual computer (Per-C) is an architecture that makes subjective judgments by computing with words (CWWs). This paper applies the Per-C to hierarchical decision making, which means decision making based on comparing the performance of competing alternatives, where each alternative is first evaluated based on hierarchical criteria and subcriteria, and then, these alternatives are compared to arrive at either a single winner or a subset of winners. What can make this challenging is that the inputs to the subcriteria and criteria can be numbers, intervals, type-1 fuzzy sets, or even words modeled by interval type-2 fuzzy sets. Novel weighted averages are proposed in this paper as a CWW engine in the Per-C to aggregate these diverse inputs. A missile-evaluation problem is used to illustrate it. The main advantages of our approaches are that diverse inputs can be aggregated, and uncertainties associated with these inputs can be preserved and are propagated into the final evaluation.
  • Keywords
    decision making; fuzzy set theory; military computing; natural languages; weapons; Per-C; computing with words; fuzzy sets; hierarchical decision making; perceptual computer; weapon system evaluation; Computing with words (CWWs); hierarchical decision making; interval type-2 fuzzy sets; linguistic weighted averages; missile-evaluation problem; novel weighted averages (NWAs); perceptual computing;
  • fLanguage
    English
  • Journal_Title
    Fuzzy Systems, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1063-6706
  • Type

    jour

  • DOI
    10.1109/TFUZZ.2010.2043439
  • Filename
    5415639