• DocumentCode
    685681
  • Title

    A fuzzy-based localization in range-free wireless sensor network using genetic algorithm&Sinc membership function

  • Author

    Patri, Ashutosh ; Nayak, Amiya

  • Author_Institution
    Dept. of Min. Eng., Nat. Inst. of Technol., Rourkela, India
  • fYear
    2013
  • fDate
    12-14 Dec. 2013
  • Firstpage
    140
  • Lastpage
    145
  • Abstract
    In this paper a novel localization technique is proposed using fuzzy logic and genetic algorithm to get nearly precise location of sensor nodes, in a range free localization system. This localization technique gives a stable system in which both magnitude and range of the error are very low. Various membership functions (MF) are tested among which the Sinc MF provides the best results for the system. Genetic algorithm is used to optimize the knowledge base of the fuzzy system and the simulations are done employing Mamdani fuzzy interference method. A thorough analysis compares the accuracy of the proposed system to that of the basic Centroid localization methods. Error analysis is shown using violin plot i.e. a combination of box plot and kernel density plot for the validation of the proposed model.
  • Keywords
    error analysis; fuzzy logic; fuzzy set theory; genetic algorithms; sensor placement; wireless sensor networks; MF; Mamdani fuzzy interference method; box plot; centroid localization methods; error analysis; fuzzy logic; fuzzy-based localization technique; genetic algorithm; kernel density plot; range free localization system; range-free wireless sensor network; sensor nodes; sinc membership function; violin plot; Computational modeling; Fuzzy logic; Fuzzy systems; Genetic algorithms; Mathematical model; Sociology; Wireless sensor networks; Fuzzy logic; GA; Localization; Membership Function; WSN;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Green Computing, Communication and Conservation of Energy (ICGCE), 2013 International Conference on
  • Conference_Location
    Chennai
  • Type

    conf

  • DOI
    10.1109/ICGCE.2013.6823416
  • Filename
    6823416