• DocumentCode
    2247682
  • Title

    A type-2 fuzzy logic controller for autonomous mobile robots

  • Author

    Hagras, Hani

  • Author_Institution
    Dept. of Comput. Sci., Essex Univ., Colchester, UK
  • Volume
    2
  • fYear
    2004
  • fDate
    25-29 July 2004
  • Firstpage
    965
  • Abstract
    There are many sources of uncertainty facing the fuzzy logic controller (FLC) for autonomous mobile robots navigating in changing and dynamic unstructured environments. The traditional type-1 FLC using precise type-1 fuzzy sets cannot fully handle such uncertainties. A type-2 fuzzy logic controller (FLC) using type-2 fuzzy sets can handle such uncertainties to produce a better performance. In this paper, we present the type-2 FLC and its novel application for the real time control of mobile robots. We used the type-2 FLC to implement different robotic behaviours on different robotic platforms in indoor and outdoor unstructured and challenging environments. The type-2 FLCs dealt with the uncertainties facing mobile robots in unstructured environments and resulted in a very good performance that outperformed the type-1 FLCs whilst using smaller rule bases.
  • Keywords
    fuzzy control; fuzzy set theory; knowledge based systems; mobile robots; navigation; real-time systems; uncertainty handling; autonomous mobile robots; fuzzy rule bases; indoor unstructured environments; navigation; outdoor unstructured environments; real time control; robotic behaviours; robotic platforms; type-1 fuzzy logic controller; type-2 fuzzy logic controller; type-2 fuzzy sets; uncertainty handling; Computer science; Fuzzy logic; Fuzzy sets; Histograms; Humidity control; Mobile robots; Navigation; Robot control; Sensor phenomena and characterization; Uncertainty;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Fuzzy Systems, 2004. Proceedings. 2004 IEEE International Conference on
  • ISSN
    1098-7584
  • Print_ISBN
    0-7803-8353-2
  • Type

    conf

  • DOI
    10.1109/FUZZY.2004.1375538
  • Filename
    1375538