• DocumentCode
    2077654
  • Title

    Diffusion LMS algorithms with information exchange

  • Author

    Cattivelli, Federico S. ; Sayed, Ali H.

  • Author_Institution
    Dept. of Electr. Eng., Univ. of California, Los Angeles, CA
  • fYear
    2008
  • fDate
    26-29 Oct. 2008
  • Firstpage
    251
  • Lastpage
    255
  • Abstract
    We consider the problem of distributed estimation, where a set of nodes are required to collectively estimate some parameter of interest. We motivate and propose new versions of the diffusion LMS algorithm, including a version that outperforms previous solutions without increasing the complexity or communications, and others that obtain even better performance by allowing additional communications. We analyze their performance and compare with simulation results.
  • Keywords
    least mean squares methods; minimisation; set theory; diffusion LMS algorithm; distributed estimation; information exchange; random process realization; Analytical models; Cost function; Filtering algorithms; Lab-on-a-chip; Least squares approximation; Parameter estimation; Performance analysis; Random processes; Resonance light scattering; Time measurement;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Signals, Systems and Computers, 2008 42nd Asilomar Conference on
  • Conference_Location
    Pacific Grove, CA
  • ISSN
    1058-6393
  • Print_ISBN
    978-1-4244-2940-0
  • Electronic_ISBN
    1058-6393
  • Type

    conf

  • DOI
    10.1109/ACSSC.2008.5074402
  • Filename
    5074402