Signal-space characterization of iterative decoding

被引:44
作者
Frey, BJ [1 ]
Koetter, R
Vardy, A
机构
[1] Univ Waterloo, Fac Comp Sci, Waterloo, ON N2L 3G1, Canada
[2] Univ Illinois, Fac Elect & Comp Engn, Urbana, IL 61801 USA
[3] Univ Calif San Diego, Fac Elect & Comp Engn, La Jolla, CA 92093 USA
基金
加拿大自然科学与工程研究理事会; 美国国家科学基金会;
关键词
codes on graphs; iterative decoding; low-density parity-check codes; message passing; probability propagation; signal space; sum-product algorithm;
D O I
10.1109/18.910587
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
By tracing the flow of computations in the iterative decoders for low-density parity-check codes, we formulate a signal-space view for a finite number of iterations in a finite-length code. On a Gaussian channel, maximum a posteriori (MAP) codeword decoding (or "maximum-likelihood decoding") decodes to the codeword signal that is closest to the channel output in Euclidean distance. In contrast, we show that iterative decoding decodes to the "pseudosignal" that has highest correlation with the channel output. The set of pseudosignals corresponds to "pseudocodewords," only a vanishingly small number of which correspond to codewords, We show that some pseudocodewords cause decoding errors, but that there are also pseudocodewords that frequently correct the deleterious effects of other pseudocodewords.
引用
收藏
页码:766 / 781
页数:16
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