DocumentCode :
896625
Title :
Finite-Dimensional Bounds on Zm and Binary LDPC Codes With Belief Propagation Decoders
Author :
Wang, Chih-Chun ; Kulkarni, Sanjeev R. ; Poor, H. Vincent
Author_Institution :
Sch. of Electr. & Comput. Eng., Purdue Univ., West Lafayette, IN
Volume :
53
Issue :
1
fYear :
2007
Firstpage :
56
Lastpage :
81
Abstract :
This paper focuses on finite-dimensional upper and lower bounds on decodable thresholds of Zopfm and binary low-density parity-check (LDPC) codes, assuming belief propagation decoding on memoryless channels. A concrete framework is presented, admitting systematic searches for new bounds. Two noise measures are considered: the Bhattacharyya noise parameter and the soft bit value for a maximum a posteriori probability (MAP) decoder on the uncoded channel. For Zopf m LDPC codes, an iterative m-dimensional bound is derived for m-ary-input/symmetric-output channels, which gives a sufficient stability condition for Zopfm LDPC codes and is complemented by a matched necessary stability condition introduced herein. Applications to coded modulation and to codes with nonequiprobably distributed codewords are also discussed. For binary codes, two new lower bounds are provided for symmetric channels, including a two-dimensional iterative bound and a one-dimensional noniterative bound, the latter of which is the best known bound that is tight for binary-symmetric channels (BSCs), and is a strict improvement over the existing bound derived by the channel degradation argument. By adopting the reverse channel perspective, upper and lower bounds on the decodable Bhattacharyya noise parameter are derived for nonsymmetric channels, which coincides with the existing bound for symmetric channels
Keywords :
binary codes; channel coding; iterative decoding; maximum likelihood decoding; memoryless systems; modulation coding; parity check codes; Bhattacharyya noise parameter; LDPC; MAP; belief propagation decoding; binary low-density parity-check code; coded modulation; finite-dimensional lower bound; finite-dimensional upper bound; iterative m-dimensional bound; m-ary-input channel; maximum aposteriori probability decoder; memoryless channel; nonequiprobably distributed codeword; symmetric-output channel; systematic search; uncoded channel; Belief propagation; Binary codes; Concrete; Degradation; Iterative decoding; Memoryless systems; Modulation coding; Noise measurement; Parity check codes; Stability; ${BBZ}_m$ alphabet; Bhattacharyya noise parameter; belief propagation (BP) algorithm; information combining; iterative decoding; low-density parity-check (LDPC) codes; memoryless channels; nonsymmetric channels;
fLanguage :
English
Journal_Title :
Information Theory, IEEE Transactions on
Publisher :
ieee
ISSN :
0018-9448
Type :
jour
DOI :
10.1109/TIT.2006.887085
Filename :
4039680
Link To Document :
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