Reliability-Oriented Decoding Strategy for LDPC Codes-Based D-JSCC System

In this letter, a reliability oriented decoding strategy (RODS) for low density parity check codes-based distributed joint source and channel coding system is proposed. During each local decoding iteration, the reliability of each variable node is evaluated based on the sign of received log-likeliho...

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Vydané v:IEEE communications letters Ročník 21; číslo 11; s. 2364 - 2367
Hlavní autori: Lyu, Yibo, Hong, Shaohua, Wang, Lin, Xiong, Zixiang
Médium: Journal Article
Jazyk:English
Vydavateľské údaje: IEEE 01.11.2017
Predmet:
Algorithm design and analysis
AWGN channel
belief propagation (BP)
Correlation
Decoding
decoding strategy
distributed joint source and channel coding (D-JSCC)
Heuristic algorithms
Iterative decoding
low density parity check (LDPC) codes
Reliability
ISSN:1089-7798
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Popis
Shrnutí:In this letter, a reliability oriented decoding strategy (RODS) for low density parity check codes-based distributed joint source and channel coding system is proposed. During each local decoding iteration, the reliability of each variable node is evaluated based on the sign of received log-likelihood ratios (LLRs) and its oscillation situation. Then, by employing reliability-oriented updating operation, the negative influence of those inaccurate messages is suppressed. Moreover, extra operations are performed on a group of most unreliable source nodes so that more accurate posteriori LLRs can be obtained. During global iteration, offset operation is performed to reduce error propagation. The simulation results illustrate that the proposed RODS outperforms other decoding algorithms at the aspects of error correction performance and convergence speed, especially when the correlation between distributed sources is low.
ISSN:1089-7798
DOI:10.1109/LCOMM.2017.2743698