Title :
Distributed Khatri-Rao space-time coding and decoding for cooperative networks
Author :
Kibangou, Alain Y. ; de Almeida, Andre L. F.
Author_Institution :
GIPSA-Lab., Univ. Joseph Fourier, Grenoble, France
fDate :
Aug. 29 2011-Sept. 2 2011
Abstract :
Khatri-Rao space-time (KRST) coding is an efficient scheme proposed in the last decade for multi-antenna communication systems. The decoding process results on a tensor decomposition with interesting blind decodability properties. In this paper, we consider its extension to cooperative networks where each node has a single antenna. For this purpose, we propose a distributed KRST coding and decoding technique. The proposed distributed decoding scheme is based on average consensus embedded in an alternating least squares (ALS) algorithm. Unlike standard consensus algorithms where consensus is reached asymptotically, we derive closed form solutions allowing to reach the consensus in a finite number of iterations upper-bounded by the number of collaborating nodes. The performance of the proposed method is evaluated by means of simulations.
Keywords :
antenna arrays; cooperative communication; decoding; least squares approximations; matrix decomposition; network coding; space-time codes; tensors; ALS algorithm; KRST coding; alternating least squares algorithm; blind decodability property; closed form solutions; cooperative networks; distributed KRST decoding technique; distributed Khatri-Rao space-time coding; iteration upper-bound; multiantenna communication systems; standard consensus algorithms; tensor decomposition; Convergence; Decoding; Eigenvalues and eigenfunctions; Encoding; Laplace equations; Relays; Tensile stress;
Conference_Titel :
Signal Processing Conference, 2011 19th European
Conference_Location :
Barcelona