Joint and marginal eigenvalue distributions of (Non)Central complex wishart matrices and PDF-Based approach for characterizing the capacity statistics of MIMO ricean and Rayleigh fading channels

被引:35
作者
Maaref, Amine [1 ]
Aissa, Sonia [1 ]
机构
[1] Univ Quebec, INRS EMT, Montreal, PQ H3C 3P8, Canada
关键词
(Non) central Wishart matrices; joint/marginal eigenvalue distributions; smallest/largest/unordered eigenvalues; MIMO Ricean/Rayleigh fading; capacity statistics;
D O I
10.1109/TWC.2007.06028
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
This paper characterizes the eigenvalue distributions of full-rank Hermitian matrices generated from a set of independent (non)zero-mean proper complex Gaussian random vectors with a scaled.-identity covariance matrix. More specifically, the joint and marginal cumulative distribution function (CDF) of any subset of unordered eigenvalues of the so-called complex (non)central Wishart matrices, as well as new simple and tractable expressions for their joint probability density function (PDF), are derived in terms of a finite sum of determinants. As corollaries to these new results, explicit expressions for the statistics of the smallest and largest eigenvalues, of (non)central Wishart matrices, can be easily obtained. Moreover, capitalizing on the foregoing distributions, it becomes possible to evaluate exactly the mean, variance, and other higher order statistics such as the skewness and kurtosis of the random channel capacity, in the case of uncorrelated multiple-input multiple-output (MIMO) Ricean and Rayleigh fading channels. Doing so bridges the gap between Telatar's initial approach for evaluating the average MIMO channel capacity [1], and the subsequently widely adopted moment generating function (MGF) approach, thereby setting the basis for a PDF-based framework for characterizing the capacity statistics of MIMO Rician and Rayleigh fading channels.
引用
收藏
页码:3607 / 3619
页数:13
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