DocumentCode :
1780380
Title :
ADMM decoding of non-binary LDPC codes in F2m
Author :
Xishuo Liu ; Draper, Stark C.
Author_Institution :
Dept. of Electr. & Comput. Eng., Univ. of Wisconsin-Madison, Madison, WI, USA
fYear :
2014
fDate :
June 29 2014-July 4 2014
Firstpage :
2449
Lastpage :
2453
Abstract :
In this paper, we develop an efficient algorithm for linear programming (LP) decoding of non-binary low-density parity-check (LDPC) codes. We build our algorithm on the decomposition method based on the alternating direction method of multipliers (ADMM). Although expressing the LP decoding problem using ADMM is not hard, a sub-routine of ADMM - projection onto a polytope formed from embeddings of the non-binary single parity-check code - is not straightforward. In this work, we focus on non-binary codes in fields of characteristic two. This allows us to use operations in F2 to relax the polytope under consideration into a form that is computational friendly. We introduce a rotation step that normalizes the geometry under consideration. We then apply ADMM a second time to solve the projection problem, which is a quadratic program (QP). Our decoding algorithm scales linearly with block length, linearly with check degree, and quadratically with field size.
Keywords :
linear programming; parity check codes; quadratic programming; ADMM decoding algorithm; F2; LP decoding problem; alternating direction method of multipliers; block length; check degree; decomposition method; embedding method; linear programming; low density parity check; nonbinary LDPC codes; projection problem; quadratic program; Complexity theory; Decoding; Geometry; Iterative decoding; Projection algorithms; Vectors;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Information Theory (ISIT), 2014 IEEE International Symposium on
Conference_Location :
Honolulu, HI
Type :
conf
DOI :
10.1109/ISIT.2014.6875274
Filename :
6875274
Link To Document :
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