• DocumentCode
    3517684
  • Title

    Mamdani type fuzzy inference failures in navigation

  • Author

    Perera, Lokukaluge P. ; Carvalho, J.P. ; Soares, C. Guedes

  • Author_Institution
    Inst. Super. Tecnico, Tech. Univ. of Lisbon, Lisbon, Portugal
  • fYear
    2011
  • fDate
    26-29 July 2011
  • Firstpage
    99
  • Lastpage
    104
  • Abstract
    This paper proposes a methodology to overcome failures on Mamdani rule based fuzzy inferences in navigation. The fuzzy inference failures are observed in three situations: Intersected contradictory decision boundaries, improper transition region between the inference boundaries of non-intersected contradictory decisions and contradictory decision accumulation. In order to solve the problems, it is proposed to insert a smooth transition region between intersected contradictory decision inference boundaries, to determine the size limitations between non-intersected contradictory decisions inference regions, and finally to integrate a “multi-level” process. The proposed solutions are applied to a decision making process of ocean navigation and successful simulation results are shown in this study.
  • Keywords
    decision making; fuzzy logic; fuzzy reasoning; Mamdani type fuzzy inference failures; contradictory decision accumulation; contradictory decision boundary intersection; decision inference boundaries; decision making process; improper transition region; inference boundaries; nonintersected contradictory decisions; ocean navigation; smooth transition region; Bayesian methods; Collision avoidance; Decision making; Fuzzy logic; Mobile robots; Navigation; Trajectory;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Industrial Informatics (INDIN), 2011 9th IEEE International Conference on
  • Conference_Location
    Caparica, Lisbon
  • Print_ISBN
    978-1-4577-0435-2
  • Electronic_ISBN
    978-1-4577-0433-8
  • Type

    conf

  • DOI
    10.1109/INDIN.2011.6034844
  • Filename
    6034844