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Design and analysis of nonbinary LDPC codes for arbitrary discrete-memoryless channels

Published: 01 February 2006 Publication History

Abstract

We present an analysis under the iterative decoding of coset low-density parity-check (LDPC) codes over GF(q), designed for use over arbitrary discrete-memoryless channels (particularly nonbinary and asymmetric channels). We use a random- coset analysis to produce an effect that is similar to output symmetry with binary channels. We show that the random selection of the nonzero elements of the GF(q) parity-check matrix induces a permutation-invariance property on the densities of the decoder messages, which simplifies their analysis and approximation. We generalize several properties, including symmetry and stability from the analysis of binary LDPC codes. We show that under a Gaussian approximation, the entire q-1-dimensional distribution of the vector messages is described by a single scalar parameter (like the distributions of binary LDPC messages). We apply this property to develop extrinsic information transfer (EXIT) charts for our codes. We use appropriately designed signal constellations to obtain substantial shaping gains. Simulation results indicate that our codes outperform multilevel codes at short block lengths. We also present simulation results for the additive white Gaussian noise (AWGN) channel, including results within 0.56 dB of the unrestricted Shannon limit (i.e., not restricted to any signal constellation) at a spectral efficiency of 6 bits/s/Hz.

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      cover image IEEE Transactions on Information Theory
      IEEE Transactions on Information Theory  Volume 52, Issue 2
      February 2006
      411 pages

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      IEEE Press

      Publication History

      Published: 01 February 2006

      Author Tags

      1. Bandwidth-efficient coding
      2. coset codes
      3. iterative decoding
      4. low-density parity-check (LDPC) codes

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      • (2022)Geometric versus Probabilistic Shaping for Circular-QAM with Nonbinary LDPC Codes2022 IEEE International Symposium on Information Theory (ISIT)10.1109/ISIT50566.2022.9834656(396-401)Online publication date: 26-Jun-2022
      • (2022)Analysis of Non-Binary High-Rate Repetition-Parity-Parity Codes Over the BEC2022 IEEE International Symposium on Information Theory (ISIT)10.1109/ISIT50566.2022.9834620(1169-1174)Online publication date: 26-Jun-2022
      • (2021)A Class of Non-Binary Doubly-Generalized LDPC codes for Moderate and High Code Rates2021 IEEE International Symposium on Information Theory (ISIT)10.1109/ISIT45174.2021.9518035(96-100)Online publication date: 12-Jul-2021
      • (2020)Finite-Blocklength and Error-Exponent Analyses for LDPC Codes in Point-to-Point and Multiple Access Communication2020 IEEE International Symposium on Information Theory (ISIT)10.1109/ISIT44484.2020.9173963(361-366)Online publication date: 21-Jun-2020
      • (2019)LDPC Codes Over the $q$ -ary Multi-Bit ChannelIEEE Transactions on Information Theory10.1109/TIT.2019.290089465:7(4293-4306)Online publication date: 14-Jun-2019
      • (2018)Geometric shaping: low-density coding of Gaussian-like constellations2018 IEEE Information Theory Workshop (ITW)10.1109/ITW.2018.8613506(1-5)Online publication date: 25-Nov-2018
      • (2017)On the Construction of Polar Codes for Channels With Moderate Input Alphabet SizesIEEE Transactions on Information Theory10.1109/TIT.2017.264946463:3(1501-1509)Online publication date: 1-Mar-2017
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