• DocumentCode
    1283631
  • Title

    Multisource Prediction Under Nonlinear Dynamics in WSNs Using a Robust Fuzzy Approach

  • Author

    Chiu, Wei-Yu ; Chen, Bor-Sen

  • Author_Institution
    Inst. of Commun. Eng., Nat. Tsing Hua Univ., Hsinchu, Taiwan
  • Volume
    58
  • Issue
    1
  • fYear
    2011
  • Firstpage
    137
  • Lastpage
    149
  • Abstract
    This paper focuses on addressing the robust source prediction problem in wireless sensor networks (WSNs). In particular, the nonlinear interaction of multiple sources is handled by the fuzzy interpolation technique, which has not been fully investigated in networked data fusion systems yet. In this study, no knowledge of the joint distribution of sensor observations is assumed. A robust H design using fuzzy interpolation from a game theory viewpoint is proposed. The fuzzy approximation error for the nonlinear dynamics of multiple sources is incorporated into the design. In evaluation, a theoretical analysis on the performance of the proposed multisource prediction method is provided.
  • Keywords
    H optimisation; approximation theory; fuzzy set theory; game theory; interpolation; nonlinear dynamical systems; sensor fusion; wireless sensor networks; fuzzy approximation error; fuzzy interpolation; game theory; multisource prediction; networked data fusion systems; nonlinear dynamics; nonlinear multiple sources interaction; robust H design; robust fuzzy approach; robust source prediction problem; wireless sensor networks; Delay; Delay effects; Delay systems; Equations; Filtering; Fuzzy systems; Game theory; Interpolation; Mathematical model; Nonlinear dynamical systems; Optimization; Robustness; Sensor fusion; Wireless sensor networks; $H_{infty}$ filtering; Fuzzy-based predictor; fuzzy interpolation; game theory approach; multisource prediction; networked data fusion system; wireless sensor network;
  • fLanguage
    English
  • Journal_Title
    Circuits and Systems I: Regular Papers, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1549-8328
  • Type

    jour

  • DOI
    10.1109/TCSI.2010.2055331
  • Filename
    5535208