• DocumentCode
    1393165
  • Title

    A Layered Decomposition Framework for Resource Allocation in Multiuser Communications

  • Author

    Ng, Cho Yiu ; Shum, Kenneth W. ; Sung, Chi Wan ; Lok, Tat Ming

  • Author_Institution
    Dept. of Inf. Eng., Chinese Univ. of Hong Kong, Shatin, China
  • Volume
    60
  • Issue
    2
  • fYear
    2011
  • Firstpage
    729
  • Lastpage
    733
  • Abstract
    The resource allocation problem for multiuser channels is decomposed into two layers. The lower layer is the weighted sum rate maximization, which is widely considered for many different multiuser channels. The weighted sum rate maximization is employed as a subroutine and called the upper layer. The upper layer is the optimization of dual variables for maximizing a joint utility function, which is very general and includes proportional fairness and max-min fairness as special cases. This layered approach decouples the physical-layer technologies from system-layer consideration. For example, if we want to evaluate a new objective in resource allocation, changes are required only in the outer loop, whereas the inner loop remains the same. This induces flexibility in the software structure. To numerically obtain the solution, a Gauss-Seidel-type algorithm is proposed, and its effectiveness in achieving proportional fairness in the parallel Gaussian broadcast channel is demonstrated by computer simulation.
  • Keywords
    Gaussian channels; broadcast channels; channel allocation; multiuser channels; optimisation; Gauss-Seidel-type algorithm; Gaussian broadcast channel; layered decomposition framework; multiuser channels; multiuser communication; optimization; resource allocation; utility function; weighted sum rate maximization; Dual decomposition; network utility maximization; orthogonal frequency-division multiple-access (OFDMA); proportional fairness;
  • fLanguage
    English
  • Journal_Title
    Vehicular Technology, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0018-9545
  • Type

    jour

  • DOI
    10.1109/TVT.2010.2096439
  • Filename
    5654662