DocumentCode :
1505128
Title :
On the condition number distribution of complex wishart matrices
Author :
Matthaiou, Michail ; McKay, Matthew R. ; Smith, Peter J. ; Nossek, Josef A.
Author_Institution :
Inst. for Circuit Theor. & Signal Process., Tech. Univ. Munchen (TUM), Munich, Germany
Volume :
58
Issue :
6
fYear :
2010
fDate :
6/1/2010 12:00:00 AM
Firstpage :
1705
Lastpage :
1717
Abstract :
This paper investigates the distribution of the condition number of complex Wishart matrices. Two closely related measures are considered: the standard condition number (SCN) and the Demmel condition number (DCN), both of which have important applications in the context of multiple-input multiple-output (MIMO) communication systems, as well as in various branches of mathematics. We first present a novel generic framework for the SCN distribution which accounts for both central and non-central Wishart matrices of arbitrary dimension. This result is a simple unified expression which involves only a single scalar integral, and therefore allows for fast and efficient computation. For the case of dual Wishart matrices, we derive new exact polynomial expressions for both the SCN and DCN distributions. We also formulate a new closed-form expression for the tail SCN distribution which applies for correlated central Wishart matrices of arbitrary dimension and demonstrates an interesting connection to the maximum eigenvalue moments of Wishart matrices of smaller dimension. Based on our analytical results, we gain valuable insights into the statistical behavior of the channel conditioning for various MIMO fading scenarios, such as uncorrelated/semi-correlated Rayleigh fading and Ricean fading.
Keywords :
MIMO communication; Rayleigh channels; Rician channels; eigenvalues and eigenfunctions; matrix algebra; polynomials; DCN distribution; Demmel condition number; MIMO communication; Rayleigh fading; Ricean fading; SCN distribution; channel conditioning; complex Wishart matrices; condition number distribution; joint eigenvalue distribution; multiple-input multiple-output communication system; polynomial expression; standard condition number; Closed-form solution; Communication standards; Context; Eigenvalues and eigenfunctions; MIMO; Mathematics; Measurement standards; Polynomials; Probability distribution; Rayleigh channels; MIMO systems, complex Wishart matrices, condition number, joint eigenvalue distribution.;
fLanguage :
English
Journal_Title :
Communications, IEEE Transactions on
Publisher :
ieee
ISSN :
0090-6778
Type :
jour
DOI :
10.1109/TCOMM.2010.06.090328
Filename :
5474635
Link To Document :
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