• DocumentCode
    3011283
  • Title

    Cluster Based Routing Scheme for Distributed Regression in Wireless Sensor Networks: Gaussian Eliminations

  • Author

    Hou, Chaojun ; Guo, Xuemei ; Wang, Guoli

  • Author_Institution
    Sch. of Inf. Sci. & Technol., Sun Yat-Sen Univ., Guangzhou
  • fYear
    2008
  • fDate
    25-27 Sept. 2008
  • Firstpage
    813
  • Lastpage
    818
  • Abstract
    This paper presents a cluster based routing scheme to perform the distributed Gaussian elimination algorithm for solving the regression algebraic equation towards to data regression. Under this routing framework, the junction tree structure is incorporated to coordinate the clusters so as to decouple the intersections among the neighboring clusters via a new message passing protocol. Simulation-based experimental results are presented. It is shown that the use of synchronous protocol of message passing scalably implemented among clusters is more efficient than the purely asynchronous protocol over entire sensor networks.
  • Keywords
    Gaussian processes; message passing; regression analysis; routing protocols; wireless sensor networks; Gaussian eliminations; asynchronous protocol; cluster based routing scheme; data regression; distributed Gaussian elimination algorithm; distributed regression; junction tree structure; message passing protocol; message passing scalably implemented among clusters; regression algebraic equation; wireless sensor networks; Chaotic communication; Equations; High performance computing; Information science; Message passing; Polynomials; Predictive models; Regression tree analysis; Routing protocols; Wireless sensor networks; Gaussian elimination; clustering based routing architecture; data collection; distributed; regression; wireless sensor networks;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    High Performance Computing and Communications, 2008. HPCC '08. 10th IEEE International Conference on
  • Conference_Location
    Dalian
  • Print_ISBN
    978-0-7695-3352-0
  • Type

    conf

  • DOI
    10.1109/HPCC.2008.87
  • Filename
    4637785