• DocumentCode
    4199
  • Title

    Fault-Tolerant Probabilistic Gradient-Descent Bit Flipping Decoder

  • Author

    Al Rasheed, Omran ; Ivanis, Predrag ; Vasic, Bane

  • Author_Institution
    Fac. of Electr. Eng., Univ. of Belgrade, Belgrade, Serbia
  • Volume
    18
  • Issue
    9
  • fYear
    2014
  • fDate
    Sept. 2014
  • Firstpage
    1487
  • Lastpage
    1490
  • Abstract
    We propose a gradient descent type bit flipping algorithm for decoding low density parity check codes on the binary symmetric channel. Randomness introduced in the bit flipping rule makes this class of decoders not only superior to other decoding algorithms of this type, but also robust to logic-gate failures. We report a surprising discovery that for a broad range of gate failure probability our decoders actually benefit from faults in logic gates which serve as an inherent source of randomness and help the decoding algorithm to escape from local minima associated with trapping sets.
  • Keywords
    channel coding; decoding; fault tolerance; gradient methods; logic gates; parity check codes; probability; random codes; telecommunication network reliability; binary symmetric channel; decoding algorithm; fault-tolerant probabilistic decoder; gradient-descent bit flipping decoder; local minima; logic-gate failures; parity check codes; probability; trapping sets; Decoding; Fault tolerance; Fault tolerant systems; Hardware; Logic gates; Parity check codes; Probabilistic logic; Bit-flipping algorithm; decoding by unreliable hardware; fault-tolerance; low-density parity check codes;
  • fLanguage
    English
  • Journal_Title
    Communications Letters, IEEE
  • Publisher
    ieee
  • ISSN
    1089-7798
  • Type

    jour

  • DOI
    10.1109/LCOMM.2014.2344031
  • Filename
    6868233