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On multiple decoding attempts for Reed - Solomon codes: A rate-distortion approach

Publication ,  Journal Article
Nguyen, PS; Pfister, HD; Narayanan, KR
Published in: IEEE Transactions on Information Theory
February 1, 2011

One popular approach to soft-decision decoding of Reed - Solomon (RS) codes is based on using multiple trials of a simple RS decoding algorithm in combination with erasing or flipping a set of symbols or bits in each trial. This paper presents a framework based on rate-distortion (RD) theory to analyze these multiple-decoding algorithms. By defining an appropriate distortion measure between an error pattern and an erasure pattern, the successful decoding condition, for a single errors-and-erasures decoding trial, becomes equivalent to distortion being less than a fixed threshold. Finding the best set of erasure patterns also turns into a covering problem that can be solved asymptotically by RD theory. Thus, the proposed approach can be used to understand the asymptotic performance-versus-complexity tradeoff of multiple errors-and-erasures decoding of RS codes. This initial result is also extended a few directions. The rate-distortion exponent (RDE) is computed to give more precise results for moderate blocklengths. Multiple trials of algebraic soft-decision (ASD) decoding are analyzed using this framework. Analytical and numerical computations of the RD and RDE functions are also presented. Finally, simulation results show that sets of erasure patterns designed using the proposed methods outperform other algorithms with the same number of decoding trials. © 2006 IEEE.

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Published In

IEEE Transactions on Information Theory

DOI

ISSN

0018-9448

Publication Date

February 1, 2011

Volume

57

Issue

2

Start / End Page

668 / 691

Related Subject Headings

  • Networking & Telecommunications
  • 4613 Theory of computation
  • 4006 Communications engineering
  • 1005 Communications Technologies
  • 0906 Electrical and Electronic Engineering
  • 0801 Artificial Intelligence and Image Processing
 

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Nguyen, P. S., Pfister, H. D., & Narayanan, K. R. (2011). On multiple decoding attempts for Reed - Solomon codes: A rate-distortion approach. IEEE Transactions on Information Theory, 57(2), 668–691. https://doi.org/10.1109/TIT.2010.2095202
Nguyen, P. S., H. D. Pfister, and K. R. Narayanan. “On multiple decoding attempts for Reed - Solomon codes: A rate-distortion approach.” IEEE Transactions on Information Theory 57, no. 2 (February 1, 2011): 668–91. https://doi.org/10.1109/TIT.2010.2095202.
Nguyen PS, Pfister HD, Narayanan KR. On multiple decoding attempts for Reed - Solomon codes: A rate-distortion approach. IEEE Transactions on Information Theory. 2011 Feb 1;57(2):668–91.
Nguyen, P. S., et al. “On multiple decoding attempts for Reed - Solomon codes: A rate-distortion approach.” IEEE Transactions on Information Theory, vol. 57, no. 2, Feb. 2011, pp. 668–91. Scopus, doi:10.1109/TIT.2010.2095202.
Nguyen PS, Pfister HD, Narayanan KR. On multiple decoding attempts for Reed - Solomon codes: A rate-distortion approach. IEEE Transactions on Information Theory. 2011 Feb 1;57(2):668–691.

Published In

IEEE Transactions on Information Theory

DOI

ISSN

0018-9448

Publication Date

February 1, 2011

Volume

57

Issue

2

Start / End Page

668 / 691

Related Subject Headings

  • Networking & Telecommunications
  • 4613 Theory of computation
  • 4006 Communications engineering
  • 1005 Communications Technologies
  • 0906 Electrical and Electronic Engineering
  • 0801 Artificial Intelligence and Image Processing