• DocumentCode
    3504372
  • Title

    Polytope of correct (linear programming) decoding and low-weight pseudo-codewords

  • Author

    Chertkov, Michael ; Stepanov, Mikhail

  • Author_Institution
    Theor. Divison, LANL, Los Alamos, NM, USA
  • fYear
    2011
  • fDate
    July 31 2011-Aug. 5 2011
  • Firstpage
    1648
  • Lastpage
    1652
  • Abstract
    We analyze Linear Programming (LP) decoding of graphical binary codes operating over soft-output, symmetric and log-concave channels. We show that the error-surface, separating domain of the correct decoding from domain of the erroneous decoding, is a polytope. We formulate the problem of finding the lowest-weight pseudo-codeword as a non-convex optimization (maximization of a convex function) over a polytope, with the cost function defined by the channel and the polytope defined by the structure of the code. This formulation suggests new provably convergent heuristics for finding the lowest weight pseudo-codewords improving in quality upon previously discussed. The algorithm performance is tested on the example of the Tanner [155,64,20] code over the Additive White Gaussian Noise (AWGN) channel.
  • Keywords
    AWGN channels; binary codes; channel coding; concave programming; decoding; error correction codes; linear programming; AWGN channel; LP decoding; additive white gaussian noise channel; convergent heuristic; correct decoding; cost function; erroneous decoding; error-surface separating domain; graphical binary code; linear programming decoding; log-concave channel; lowest-weight pseudo-codeword; nonconvex optimization; polytope; soft-output channel; symmetric channel; AWGN channels; Convex functions; Decoding; Minimization; Noise; Optimization; Parity check codes;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Information Theory Proceedings (ISIT), 2011 IEEE International Symposium on
  • Conference_Location
    St. Petersburg
  • ISSN
    2157-8095
  • Print_ISBN
    978-1-4577-0596-0
  • Electronic_ISBN
    2157-8095
  • Type

    conf

  • DOI
    10.1109/ISIT.2011.6033824
  • Filename
    6033824