• DocumentCode
    2303499
  • Title

    Improved Gradient Descent Bit Flipping algorithms for LDPC decoding

  • Author

    Phromsa-ard, Tharathorn ; Arpornsiripat, Jiratchaporn ; Wetcharungsri, Jutaphet ; Sangwongngam, Paramin ; Sripimanwat, Keattisak ; Vanichchanunt, Pisit

  • Author_Institution
    Opt. & Quantum Commun. Lab. (OQC)., Nat. Electron. & Comput. Technol. Center, Pathumthani, Thailand
  • fYear
    2012
  • fDate
    16-18 May 2012
  • Firstpage
    324
  • Lastpage
    328
  • Abstract
    For LDPC decoding, a class of weighted bit-flipping algorithms is much simpler than a belief propagation algorithm. This work proposes a modified Gradient Descent Bit-Flipping algorithm based on Reliability Ratio with an adaptive threshold to address trade-off between performance and latency. From numerical results, the proposed algorithm achieves lower latency without an expense of performance. It yields average iteration reduction of 15-27% over SNR range from 2.5 dB to 4.5 dB. In addition, it provides better decoding performance gains, i.e. 0.05-0.25 dB over low-to-medium SNR range between 1.5 dB and 4 dB comparing to previous schemes.
  • Keywords
    decoding; gradient methods; parity check codes; reliability theory; LDPC decoding; adaptive threshold; belief propagation algorithm; gain 0.05 dB to 0.25 dB; low-density parity-check codes; modified gradient descent bit-flipping algorithm; reliability ratio; weighted bit-flipping algorithms; Bit error rate; Computational complexity; Decoding; Iterative decoding; Reliability; Signal to noise ratio; LDPC Codes; bit flipping algorithms; decoding; latency;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Digital Information and Communication Technology and it's Applications (DICTAP), 2012 Second International Conference on
  • Conference_Location
    Bangkok
  • Print_ISBN
    978-1-4673-0733-8
  • Type

    conf

  • DOI
    10.1109/DICTAP.2012.6215420
  • Filename
    6215420