Generalized LDPC Codes With Low-Complexity Decoding and Fast Convergence

We consider generalized low-density parity-check (GLDPC) codes with component codes that are duals of Cordaro–Wagner codes. Two efficient decoding algorithms are proposed: one based on Hartmann–Rudolph processing, analogous to Sum-Product decoding, and another based on evaluating two hypotheses per bit, referred to as the Min-Sum decoder. Both algorithms are derived using latent variables and a appropriate message-passing schedule. A quantized, protograph-based density evolution procedure is used to optimize GLDPC codes for Min-Sum decoding. Compared to 5G LDPC codes, the proposed GLDPC codes offer similar performance at 50 iterations and significantly better convergence and performance at 10 iterations.

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Publication Details

Journal
IEEE Wireless Communications Letters
Published
2025-08-20
DOI
https://doi.org/10.1109/lwc.2025.3600912
Primary Topic
Error Correcting Code Techniques
Type
article
Field-Weighted Citation Impact
0.00

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Generalized LDPC Codes With Low-Complexity Decoding and Fast Convergence

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Generalized LDPC Codes With Low-Complexity Decoding and Fast Convergence

Alexey Frolov, Kirill Andreev, Pavel Rybin, Dmitry Artemasov, Dawit Simegn
article en

Abstract

We consider generalized low-density parity-check (GLDPC) codes with component codes that are duals of Cordaro–Wagner codes. Two efficient decoding algorithms are proposed: one based on Hartmann–Rudolph processing, analogous to Sum-Product decoding, and another based on evaluating two hypotheses per bit, referred to as the Min-Sum decoder. Both algorithms are derived using latent variables and a appropriate message-passing schedule. A quantized, protograph-based density evolution procedure is used to optimize GLDPC codes for Min-Sum decoding. Compared to 5G LDPC codes, the proposed GLDPC codes offer similar performance at 50 iterations and significantly better convergence and performance at 10 iterations.

IEEE Wireless Communications LettersVol. 14(11)
Skolkovo Institute of Science and Technology (RU)
Russian Science Foundation
Openalex Percentile: Top 76%
Error Correcting Code Techniques
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