• DocumentCode
    38261
  • Title

    A New Sufficient Condition for Sum-Rate Tightness in Quadratic Gaussian Multiterminal Source Coding

  • Author

    Yang Yang ; Yifu Zhang ; Zixiang Xiong

  • Author_Institution
    Dept. of Electr. & Comput. Eng., Texas A&M Univ., College Station, TX, USA
  • Volume
    59
  • Issue
    1
  • fYear
    2013
  • fDate
    Jan. 2013
  • Firstpage
    408
  • Lastpage
    423
  • Abstract
    This paper considers the quadratic Gaussian multiterminal (MT) source coding problem and provides a new sufficient condition for the Berger-Tung (BT) sum-rate bound to be tight. The converse proof utilizes a set of virtual remote sources given which the observed sources are block independent with a maximum block size of 2. The given MT source coding problem is then related to a set of two-terminal problems with matrix-distortion constraints, for which a new lower bound on the sum-rate is given. By formulating a convex optimization problem over all distortion matrices, a sufficient condition is derived for the optimal BT scheme to satisfy the subgradient-based Karush-Kuhn-Tucker condition. The subset of the quadratic Gaussian MT problem satisfying our new sufficient condition subsumes all previously known tight cases, and our proof technique opens a new direction for more general partial solutions.
  • Keywords
    convex programming; matrix algebra; source coding; Berger-Tung sum-rate bound; convex optimization problem; distortion matrices; matrix-distortion constraints; quadratic Gaussian MT problem; quadratic Gaussian multiterminal source coding; subgradient-based Karush-Kuhn-Tucker condition; sum-rate tightness; two-terminal problems; virtual remote sources; Covariance matrix; Joints; Noise; Optimization; Rate-distortion; Source coding; Vectors; Karush–Kuhn–Tucker (KKT) condition; quadratic Gaussian multiterminal source coding; remote sources; subgradient; sum rate;
  • fLanguage
    English
  • Journal_Title
    Information Theory, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0018-9448
  • Type

    jour

  • DOI
    10.1109/TIT.2012.2216995
  • Filename
    6293895