Linear-Programming Decoding of Nonbinary Linear Codes

被引:39
|
作者
Flanagan, Mark F. [1 ]
Skachek, Vitaly [2 ,3 ]
Byrne, Eimear [2 ,3 ]
Greferath, Marcus [2 ,3 ]
机构
[1] Univ Coll Dublin, Sch Elect Elect & Mech Engn, Dublin 4, Ireland
[2] Univ Coll Dublin, Claude Shannon Inst, Dublin 4, Ireland
[3] Univ Coll Dublin, Sch Math Sci, Dublin 4, Ireland
基金
爱尔兰科学基金会;
关键词
Coded modulation; linear-programming decoding; low-density parity-check (LDPC) codes; pseudocodewords; LDPC CODES;
D O I
10.1109/TIT.2009.2025571
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
A framework for linear-programming (LP) decoding of nonbinary linear codes over rings is developed. This framework facilitates LP-based reception for coded modulation systems which use direct modulation mapping of coded symbols. It is proved that the resulting LP decoder has the "maximum-likelihood (ML) certificate" property. It is also shown that the decoder output is the lowest cost pseudocodeword. Equivalence between pseudocodewords of the linear program and pseudocodewords of graph covers is proved. It is also proved that if the modulator-channel combination satisfies a particular symmetry condition, the codeword error rate performance is independent of the transmitted codeword. Two alternative polytopes for use with LP decoding are studied, and it is shown that for many classes of codes these polytopes yield a complexity advantage for decoding. These polytope representations lead to polynomial-time decoders for a wide variety of classical nonbinary linear codes. LP decoding performance is illustrated for the [11.6] ternary Golay code with ternary phase-shift keying (PSK) modulation over additive white Gaussian noise (AWGN), and in this case it is shown that the performance of the LP decoder is comparable to codeword-error-rate-optimum hard-decision-based decoding. LP decoding is also simulated for medium-length ternary and quaternary low-density parity-check (LDPC) codes with corresponding PSK modulations over AWGN.
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页码:4134 / 4154
页数:21
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