Title :
Spatially-coupled random access on graphs
Author :
Liva, Gianluigi ; Paolini, Enrico ; Lentmaier, Michael ; Chiani, Marco
Author_Institution :
Inst. of Commun. & Navig., Deutsches Zentrum fur Luft- und Raumfahrt (DLR), Wessling, Germany
Abstract :
In this paper we investigate the effect of spatial coupling applied to the recently-proposed coded slotted ALOHA (CSA) random access protocol. Thanks to the bridge between the graphical model describing the iterative interference cancellation process of CSA over the random access frame and the erasure recovery process of low-density parity-check (LDPC) codes over the binary erasure channel (BEC), we propose an access protocol which is inspired by the convolutional LDPC code construction. The proposed protocol exploits the terminations of its graphical model to achieve the spatial coupling effect, attaining performance close to the theoretical limits of CSA. As for the convolutional LDPC code case, large iterative decoding thresholds are obtained by simply increasing the density of the graph. We show that the threshold saturation effect takes place by defining a suitable counterpart of the maximum-a-posteriori decoding threshold of spatially-coupled LDPC code ensembles. In the asymptotic setting, the proposed scheme allows sustaining a traffic close to 1 [packets/slot].
Keywords :
AWGN channels; access protocols; channel coding; convolutional codes; graph theory; interference suppression; iterative decoding; maximum likelihood decoding; parity check codes; AWGN channel; BEC; CSA random access protocol; additive white Gaussian noise channel; binary erasure channel; coded slotted ALOHA random access protocol; convolutional LDPC code construction; graphical model; iterative interference cancellation process; low-density parity-check codes; maximum-a-posteriori decoding; spatial coupling effect; spatially-coupled LDPC code; spatially-coupled random access; Convolutional codes; Couplings; Decoding; Iterative decoding; Silicon carbide; Tin;
Conference_Titel :
Information Theory Proceedings (ISIT), 2012 IEEE International Symposium on
Conference_Location :
Cambridge, MA
Print_ISBN :
978-1-4673-2580-6
Electronic_ISBN :
2157-8095
DOI :
10.1109/ISIT.2012.6284235