• DocumentCode
    756043
  • Title

    Successive Refinement Via Broadcast: Optimizing Expected Distortion of a Gaussian Source Over a Gaussian Fading Channel

  • Author

    Tian, C. ; Steiner, A. ; Shamai, Shlomo ; Diggavi, S.N.

  • Author_Institution
    Swiss Nat. Competence Center on Mobile Inf. & Commun. Syst. (NCCR-MICS), Bergen
  • Volume
    54
  • Issue
    7
  • fYear
    2008
  • fDate
    7/1/2008 12:00:00 AM
  • Firstpage
    2903
  • Lastpage
    2918
  • Abstract
    We consider the problem of transmitting a Gaussian source on a slowly fading Gaussian channel, subject to the mean-squared error distortion measure. The channel state information is known only at the receiver but not at the transmitter. The source is assumed to be encoded in a successive refinement (SR) manner, and then transmitted over the channel using the broadcast strategy. In order to minimize the expected distortion at the receiver, optimal power allocation is essential. We propose an efficient algorithm to compute the optimal solution in linear time , when the total number of possible discrete fading states. Moreover, we provide a derivation of the optimal power allocation when the fading state is a continuum, using the classical variational method. The proposed algorithm as well as the continuous solution is based on an alternative representation of the capacity region of the Gaussian broadcast channel.
  • Keywords
    Gaussian channels; broadcast channels; channel allocation; channel capacity; computational complexity; fading channels; mean square error methods; variational techniques; Gaussian source; channel capacity region; channel state information; classical variational method; discrete fading states; fading Gaussian broadcast channel; linear time complexity; mean-squared error distortion measure; optimal power allocation; successive refinement; Broadcasting; Channel state information; Chaos; Decoding; Degradation; Fading; Information theory; Source coding; Strontium; Transmitters; Broadcast strategy; joint source–channel coding; power allocation; successive refinement (SR);
  • fLanguage
    English
  • Journal_Title
    Information Theory, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0018-9448
  • Type

    jour

  • DOI
    10.1109/TIT.2008.924696
  • Filename
    4544995