Title :
Density evolution-based analysis and design of LDPC codes with a priori information
Author :
Martalò, M. ; Ferrari, G. ; Abrardo, A. ; Franceschini, M. ; Raheli, R.
Author_Institution :
Dipt. di Ing. dell´´Inf., Univ. di Parma, Parma, Italy
fDate :
Jan. 31 2010-Feb. 5 2010
Abstract :
In this paper, we consider multiple access schemes with correlated sources, where a priori information, in terms of source correlation, is available at the access point (AP). In particular, we assume that each source uses a proper low-density parity-check (LDPC) code to transmit, through an additive white Gaussian noise (AWGN) channel, its information sequence to the AP. At the AP, the information sequences are recovered by an iterative decoder, with component decoders associated with the sources, which exploit the available a priori information. In order to analyze the behaviour of the considered multiple access coded system, we propose a density evolution-based approach, which allows to determine a signal-to-noise ratio (SNR) transfer chart and compute the system multi-dimensional SNR feasible region. The proposed technique, besides characterizing the performance of LDPC-coded multiple access scheme, is expedient to design optimized LDPC codes for this application.
Keywords :
AWGN channels; decoding; multi-access systems; parity check codes; LDPC-coded multiple access scheme; access point; additive white Gaussian noise channel; correlated sources; density evolution-based analysis; iterative decoder; low density parity check code; multidimensional SNR feasible region; multiple access coded system; multiple access schemes; optimized LDPC codes; signal-to-noise ratio transfer chart; AWGN; Additive white noise; Information analysis; Iterative decoding; Parity check codes; Performance analysis; Signal analysis; Signal to noise ratio; Source coding; Wireless sensor networks; LDPC codes; correlated sources; density evolution; joint channel decoding (JCD); wireless sensor networks;
Conference_Titel :
Information Theory and Applications Workshop (ITA), 2010
Conference_Location :
San Diego, CA
Print_ISBN :
978-1-4244-7012-9
Electronic_ISBN :
978-1-4244-7014-3
DOI :
10.1109/ITA.2010.5454106