非二进制LDPC码与Reed-Solomon码

Bo Zhou, Li Zhang, Jingyu Kang, Qin Huang, Y. Tai, Shu Lin, Meina Xu
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引用次数: 23

摘要

本文研究了非二进制LDPC码在通信和存储系统中取代广泛使用的里德-所罗门(RS)码的潜力,以对抗混合类型的噪声和干扰。本文首先给出了基于rs的非二进制准循环(QC)-LDPC码的四种代数结构。然后,在AWGN和Rayleigh衰落信道上,将基于所提方法构建的编码与相同长度和速率的硬判决Berlekamp-Massey (BM)算法和代数软判决koter - vardy (KV)算法解码的RS编码进行了性能比较。对比表明,所构建的非二进制QC-LDPC码明显优于bm算法和kv算法解码的RS码。最令人印象深刻的是,使用基于快速傅里叶变换和积算法的5和50次迭代解码构建的非二进制QC-LDPC码的解码计算复杂度远小于使用kv算法解码的相应RS码,同时实现1:5至3db的编码增益。比较表明,设计良好的非二进制LDPC码在通信或存储系统的某些应用中具有取代RS码的巨大潜力,至少在设计出非常有效的RS码解码算法之前是如此。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Non-binary LDPC codes vs. Reed-Solomon codes
This paper investigates the potential of non-binary LDPC codes to replace widely used Reed-Solomon (RS) codes for applications in communication and storage systems for combating mixed types of noise and interferences. The investigation begins with presentation of four algebraic constructions of RS-based non-binary quasi-cyclic (QC)-LDPC codes. Then, the performances of some codes constructed based on the proposed methods with iterative decoding are compared with those of RS codes of the same lengths and rates decoded with the hard-decision Berlekamp-Massey (BM)-algorithm and the algebraic soft-decision Kotter-Vardy (KV)-algorithm over both the AWGN and a Rayleigh fading channels. Comparison shows that the constructed non-binary QC-LDPC codes significantly outperform their corresponding RS codes decoded with either the BM-algorithm or the KV-algorithm. Most impressively, the orders of decoding computational complexity of the constructed non-binary QC-LDPC codes decoded with 5 and 50 iterations of a Fast Fourier Transform based sum-product algorithm are much smaller than those of their corresponding RS codes decoded with the KV-algorithm, while achieve 1:5 to 3 dB coding gains. The comparison shows that well designed non-binary LDPC codes have a great potential to replace RS codes for some applications in communication or storage systems, at least before a very efficient algorithm for decoding RS codes is devised.
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