DocumentCode :
3064057
Title :
On the capacity achieving covariance matrix for frequency selective MIMO channels using the asymptotic approach
Author :
Dupuy, Florian ; Loubaton, Philippe
Author_Institution :
Thales Commun. EDS/SPM, Colombes, France
fYear :
2010
fDate :
13-18 June 2010
Firstpage :
2153
Lastpage :
2157
Abstract :
In this contribution, an algorithm for evaluating the capacity-achieving input covariance matrices for frequency selective Rayleigh MIMO channels is proposed. In contrast with the flat fading Rayleigh cases, no closed-form expressions for the eigenvectors of the optimum input covariance matrix are available. Classically, both the eigenvectors and eigenvalues are computed numerically and the corresponding optimization algorithms remain computationally very demanding. In this paper, it is proposed to optimize (w.r.t. the input covariance matrix) a large system approximation of the average mutual information derived by Moustakas and Simon. An algorithm based on an iterative water filling scheme is proposed, and its convergence is studied. Numerical simulation results show that, even for a moderate number of transmit and receive antennas, the new approach provides the same results as direct maximization approaches of the average mutual information.
Keywords :
MIMO communication; Rayleigh channels; antenna arrays; covariance matrices; eigenvalues and eigenfunctions; iterative methods; asymptotic approach; average mutual information; capacity-achieving input covariance matrices; convergence; direct maximization approaches; eigenvectors and eigenvalues; flat fading Rayleigh channels; frequency selective MIMO channels; iterative water Ailing scheme; optimization algorithms; receive antennas; transmit antennas; Closed-form solution; Convergence; Covariance matrix; Eigenvalues and eigenfunctions; Filling; Frequency; Iterative algorithms; MIMO; Mutual information; Rayleigh channels;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Information Theory Proceedings (ISIT), 2010 IEEE International Symposium on
Conference_Location :
Austin, TX
Print_ISBN :
978-1-4244-7890-3
Electronic_ISBN :
978-1-4244-7891-0
Type :
conf
DOI :
10.1109/ISIT.2010.5513460
Filename :
5513460
Link To Document :
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