• DocumentCode
    2835561
  • Title

    A Concave Minimization Approach to Dynamic Spectrum Management for Digital Subscriber Lines

  • Author

    Xu, Yang ; Panigrahi, Saswat ; Le-Ngoc, Tho

  • Author_Institution
    Department of Electrical and Computer Engineering, McGill University, Montréal, Québec, Canada H3A 2A7
  • Volume
    1
  • fYear
    2006
  • fDate
    38869
  • Firstpage
    84
  • Lastpage
    89
  • Abstract
    Optimal Spectrum Management (OSM) computes the optimal PSD for all modems in Digital Subscriber Lines (DSL) systems to achieve the maximum possible data rates. Unfortunately, its complexity grows exponentially in the number of users N and becomes computationally intractable for large N. This paper shows that the non-convex optimization problem in OSM can be reformulated as an equivalent global concave minimization problem by representing its objective function as a difference of two convex functions (d.c.). A prismatic branch and bound algorithm is applied to find the global optimum that only requires solving a sequence of linear programming sub-problems with a substantial reduction in complexity, especially for large N.
  • Keywords
    Computational complexity; Crosstalk; DSL; Design optimization; Linear programming; Minimization methods; Modems; Nonlinear equations; Piecewise linear approximation; Radio spectrum management; concave minimization; d.c. optimization; digital subscriber lines (DSL); prismatic branch & bound algorithm; spectrum management;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Communications, 2006. ICC '06. IEEE International Conference on
  • Conference_Location
    Istanbul
  • ISSN
    8164-9547
  • Print_ISBN
    1-4244-0355-3
  • Electronic_ISBN
    8164-9547
  • Type

    conf

  • DOI
    10.1109/ICC.2006.254709
  • Filename
    4024099