Title :
Second-order statistics of large isometric matrices and applications to MMSE SIR
Author :
Moustakas, Aris L. ; Debbah, Mérouane
Author_Institution :
Univ. of Athens, Athens
Abstract :
In this paper we introduce a diagrammatic method to calculate asymptotic statistics of functions of large random isometric matrices. We have applied this method to calculate the mean and variance of the MMSE SIR for downlink synchronous CDMA systems. We compare our results to numerical simulations using three types of randomly generated isometric matrices, namely complex unitary Haar matrices, real orthogonal Haar matrices and orthogonal matrices generated from random sub- spaces of the N-dimensional real Hadamard matrix. While the first two types of matrices have good agreement with our analytic results, the Hadamard generated matrices give a consistently higher variance when the channel matrix is assumed to have a Toeplitz form. We argue that this discrepancy is due to the structure of eigenvectors of the Hadamard matrix.
Keywords :
Hadamard matrices; code division multiple access; higher order statistics; least mean squares methods; telecommunication channels; Hadamard matrix; MMSE SIR; asymptotic statistics; channel matrix; diagrammatic method; downlink synchronous CDMA system; large random isometric matrix; second-order statistics; Analysis of variance; Code division multiplexing; Delay; Downlink; Error correction; Error correction codes; Multiaccess communication; Numerical simulation; Physics; Statistics;
Conference_Titel :
Signals, Systems and Computers, 2007. ACSSC 2007. Conference Record of the Forty-First Asilomar Conference on
Conference_Location :
Pacific Grove, CA
Print_ISBN :
978-1-4244-2109-1
Electronic_ISBN :
1058-6393
DOI :
10.1109/ACSSC.2007.4487168