On multivariate rayleigh and exponential distributions
Top Cited Papers
- 28 May 2003
- journal article
- Published by Institute of Electrical and Electronics Engineers (IEEE) in IEEE Transactions on Information Theory
- Vol. 49 (6) , 1499-1515
- https://doi.org/10.1109/tit.2003.811910
Abstract
In this paper, expressions for multivariate Rayleigh and exponential probability density functions (PDFs) generated from correlated Gaussian random variables are presented. We first obtain a general integral form of the PDFs, and then study the case when the complex Gaussian generating vector is circular. We consider two specific circular cases: the exchangeable case when the variates are evenly correlated, and the exponentially correlated case. Expressions for the multivariate PDF in these cases are obtained in integral form as well as in the form of a series of products of univariate PDFs. We also derive a general expression for the multivariate exponential characteristic function (CF) in terms of determinants. In the exchangeable and exponentially correlated cases, CF expressions are obtained in the form of a series of products of univariate gamma CFs. The CF of the sum of exponential variates in these cases is obtained in closed form. Finally, the bivariate case is presented mentioning its main features. While the integral forms of the multivariate PDFs provide a general analytical framework, the series and determinant expressions for the exponential CFs and the series expressions for the PDFs can serve as a useful tool in the performance analysis of digital modulation over correlated Rayleigh-fading channels using diversity combining.Keywords
This publication has 32 references indexed in Scilit:
- The inverse of a tridiagonal matrixLinear Algebra and its Applications, 2001
- Performance of maximal-ratio diversity systems in a correlated Nakagami-fading environmentIEEE Transactions on Communications, 1995
- Proper complex random processes with applications to information theoryIEEE Transactions on Information Theory, 1993
- A theorem on inverse of tridiagonal matricesLinear Algebra and its Applications, 1979
- Inversion of band matricesLinear Algebra and its Applications, 1979
- On inverses of Hessenberg matricesLinear Algebra and its Applications, 1979
- THE EFFECT OF NON-NORMAL FLUCTUATIONS ON LINEAR SYSTEMS**Izvestiya Akad. Nauk SSSR, 48, No. 12 (1956). (Translated by O. M. Blunn.)Published by Elsevier ,1965
- Properties of Generalized Rayleigh DistributionsThe Annals of Mathematical Statistics, 1963
- Further Comments on 'A Markoff envelope process' by John N. PierceIRE Transactions on Information Theory, 1959
- Two notes on a Markoff envelope process (Corresp.)IEEE Transactions on Information Theory, 1959