Title :
Distributed parafac based DS-CDMA blind receiver for wireless sensor networks
Author :
Kibangou, A.Y. ; De Almeida, A. L P
Author_Institution :
GIPSA-Lab./UJF/CNRS, Grenoble, France
Abstract :
In this paper, we consider a collaborative scheme in wireless sensor networks where the multiple access protocol is a DS-CDMA one. When the receiver is equipped with an antenna array, it has been shown that efficient blind receivers can be derived using the PARAFAC tensor model. In general, the parameters of the PARAFAC model are fitted using an alternating least squares algorithm. Herein, we consider the case where each receiver has a single antenna. Therefore, by allowing collaboration in a predefined neighborhood, we derive a distributed alternating least squares algorithm including some average consensus steps.
Keywords :
code division multiple access; wireless sensor networks; PARAFAC model; PARAFAC tensor model; alternating least square algorithm; antenna array; collaborative scheme; distributed PARAFAC based DS-CDMA blind receiver; distributed alternating least squares algorithm; multiple access protocol; wireless sensor network;
Conference_Titel :
Signal Processing Advances in Wireless Communications (SPAWC), 2010 IEEE Eleventh International Workshop on
Conference_Location :
Marrakech
Print_ISBN :
978-1-4244-6990-1
Electronic_ISBN :
1948-3244
DOI :
10.1109/SPAWC.2010.5671048