Title :
Exploiting Redundancies to Improve Performance of LT Decoding
Author :
Tarus, Hillary ; Bush, John ; Irvine, James ; Dunlop, John
Author_Institution :
Dept. of Electr. & Electron. Eng., Strathclyde Univ., Glasgow
Abstract :
Rateless codes are a class of codes without a predefined number of encoding symbols. Fountain codes are the first such codes. Luby Transform codes, designed by Michael Luby, are examples of these codes. The accepted and efficient decoding algorithm for these dense bipartite codes is the belief propagation (BP) algorithm as opposed to Gaussian elimination algorithm. LT codes are more efficient as the number of symbols grow. However for streaming purposes, the number of source symbols needs to be constrained while at the same time the probability of success be maintained. In this paper we propose a BP decoding enhancement algorithm using redundancies in the already received encoding symbols to improve the probability of performance of LT decoding. We show that in the limit our proposal achieves up to 15% performance improvement in decoding throughput with similar channel conditions. We emulate our proposal in software and the results follow that predicted by theoretical analysis.
Keywords :
source coding; transform coding; Gaussian elimination algorithm; LT decoding; Luby transform codes; belief propagation algorithm; bipartite codes; decoding algorithm; fountain codes; rateless codes; source symbols; Belief propagation; Communication networks; Convolutional codes; Decoding; Government; Multimedia communication; Parity check codes; Source coding; Throughput; Water resources; Fountain codes; Source coding; erasure channel; rateless codes;
Conference_Titel :
Communication Networks and Services Research Conference, 2008. CNSR 2008. 6th Annual
Conference_Location :
Halifax, NS
Print_ISBN :
978-0-7695-3135-9
DOI :
10.1109/CNSR.2008.81