• DocumentCode
    3160308
  • Title

    Single-link diffusion strategies over adaptive networks

  • Author

    Zhao, Xiaochuan ; Sayed, Ali H.

  • Author_Institution
    Dept. of Electr. Eng., Univ. of California, Los Angeles, CA, USA
  • fYear
    2012
  • fDate
    25-30 March 2012
  • Firstpage
    3749
  • Lastpage
    3752
  • Abstract
    We propose an adaptive diffusion strategy with limited communication overhead by cutting off all links but one for each node in the network. We keep the “best” neighbor that has the smallest estimated variance-product measure and ignore the other neighbors. The combination coefficients for the interacting nodes are calculated via a maximal-ratio-combining rule to minimize the steady-state meansquare-deviation. Simulation results illustrate that, with less communication overhead and less computations, the proposed algorithm performs well and outperforms other related methods with similar overheads.
  • Keywords
    diversity reception; estimation theory; radio links; radio networks; MSD; adaptive diffusion network strategy; communication link; communication overhead; interacting node calculation; maximal-ratio-combining rule; single-link diffusion strategy; steady-state mean square-deviation minimization; variance-product measurement estimation; Adaptive systems; Least squares approximation; Noise; Noise measurement; Signal processing algorithms; Vectors; Diffusion adaptation; adaptive networks; communication constraints; gossip strategy; maximal ratio combing;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Acoustics, Speech and Signal Processing (ICASSP), 2012 IEEE International Conference on
  • Conference_Location
    Kyoto
  • ISSN
    1520-6149
  • Print_ISBN
    978-1-4673-0045-2
  • Electronic_ISBN
    1520-6149
  • Type

    conf

  • DOI
    10.1109/ICASSP.2012.6288732
  • Filename
    6288732