IEEE Communications Letters · 2005 · 27 citations · 9 references
EngineeringComputer EngineeringElectrical EngineeringDigital CommunicationInformation TheoryOptimizationChannel CodingCoding TheoryError Control CodingError-correcting CodesLinear ProgrammingSource CodingConvergence Rate AnalysisIterative DecodingIterative SystemsJoint Source-channel CodingLdpc CodesLinear Programming OptimizationReceiver ArchitectureSource-channel Coding
In this paper, we present a characterization, through its convergence analysis, and an optimisation of a joint source-channel receiver composed of a LDPC decoder and a Soft Input Soft Output (SISO) source decoder. Under Gaussian approximation, assuming the knowledge of the extrinsic mutual information transfer function (EXIT chart) of the source decoder, we derive the Mutual Information evolution equations, that semianalytically describe the convergence of the iterative system behavior and, to complete the study, the stability condition at the convergence fixed point is derived for the joint receiver. From this analysis, a general optimisation method of the irregularity of the LDPC codes is proposed, which can be reduced to a linear programming optimisation problem. Simulation results show improved performance when compared to an AWGN optimized LDPC code.
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On variable length codes for iterative source/channel decoding
R. Bauer, J. Hagenauer · 2002 · 123 citations
Design Methods for Irregular Repeat–Accumulate Codes
Aline Roumy, Souad Guemghar, Giuseppe Caire et al. · IEEE Transactions on Information Theory · 2004 · 119 citations