Complex random matrices and Rician channel capacity

Eigenvalue densities of complex noncentral Wishart matrices are investigated to study an open problem in information theory. Specifically, the largest, smallest, and joint eigenvalue densities of complex noncentral Wishart matrices are derived. These densities are expressed in terms of complex zonal polynomials and invariant polynomials. A connection between the complex Wishart matrix theory and information theory is given. This facilitates evaluation of the most important information-theoretic measure, the so-called ergodic channel capacity. In particular, the capacity of multiple-input multiple-output (MIMO) Rician distributed channels is investigated. We consider both spatially correlated and uncorrelated MIMO Rician channels and derive exact and easily computable tight upper bound formulas for ergodic capacities. Numerical results are also given, which show how the channel correlation degrades the capacity of the communication system.

[1]  M. J. Gans,et al.  On Limits of Wireless Communications in a Fading Environment when Using Multiple Antennas , 1998, Wirel. Pers. Commun..

[2]  A. W. Davis,et al.  Some properties of invariant polynomials with matrix arguments and their applications in econometrics , 1986 .

[3]  Mohamed-Slim Alouini,et al.  Capacity of MIMO Rician channels with multiple correlated Rayleigh co-channel interferers , 2003, GLOBECOM '03. IEEE Global Telecommunications Conference (IEEE Cat. No.03CH37489).

[4]  I. G. MacDonald,et al.  Symmetric functions and Hall polynomials , 1979 .

[5]  Aris L. Moustakas,et al.  Optimizing MIMO antenna systems with channel covariance feedback , 2003, IEEE J. Sel. Areas Commun..

[6]  T. Sugiyama,et al.  Distributions of the largest latent root of the multivariate complex gaussian distribution , 1972 .

[7]  Chen-Nee Chuah,et al.  Capacity scaling in MIMO Wireless systems under correlated fading , 2002, IEEE Trans. Inf. Theory.

[8]  N. R. Goodman Statistical analysis based on a certain multivariate complex Gaussian distribution , 1963 .

[9]  A. W. Davis Invariant polynomials with two matrix arguments extending the zonal poly-nomials , 1980 .

[10]  Tharmalingam Ratnarajah,et al.  Quadratic forms on complex random matrices and channel capacity , 2004, 2004 IEEE International Conference on Acoustics, Speech, and Signal Processing.

[11]  Gerard J. Foschini,et al.  Layered space-time architecture for wireless communication in a fading environment when using multi-element antennas , 1996, Bell Labs Technical Journal.

[12]  Sudharman K. Jayaweera,et al.  On the capacity of multi-antenna systems in the presence of Rician fading , 2002, Proceedings IEEE 56th Vehicular Technology Conference.

[13]  Joseph M. Kahn,et al.  Fading correlation and its effect on the capacity of multielement antenna systems , 2000, IEEE Trans. Commun..

[14]  Tharmalingam Ratnarajah,et al.  Quadratic Forms on Complex Random Matrices and Multi-Antenna Channel Capacity , 2004 .

[15]  C. Khatri On Certain Distribution Problems Based on Positive Definite Quadratic Functions in Normal Vectors , 1966 .

[16]  Keith Q. T. Zhang,et al.  A simple capacity formula for correlated diversity Rician fading channels , 2002, IEEE Communications Letters.

[17]  A. W. Davis Invariant polynomials with two matrix arguments extending the zonal polynomials: Applications to multivariate distribution theory , 1979 .

[18]  Emre Telatar,et al.  Capacity of Multi-antenna Gaussian Channels , 1999, Eur. Trans. Telecommun..

[19]  C. Khatri Non-central distributions ofith largest characteristic roots of three matrices concerning complex multivariate normal populations , 1969 .

[20]  R. Muirhead Aspects of Multivariate Statistical Theory , 1982, Wiley Series in Probability and Statistics.

[21]  A. Constantine Some Non-Central Distribution Problems in Multivariate Analysis , 1963 .

[22]  Tharmalingam Ratnarajah,et al.  Eigenvalues and Condition Numbers of Complex Random Matrices , 2005, SIAM J. Matrix Anal. Appl..

[23]  Mohamed-Slim Alouini,et al.  Largest eigenvalue of complex Wishart matrices and performance analysis of MIMO MRC systems , 2003, IEEE J. Sel. Areas Commun..

[24]  A. James Distributions of Matrix Variates and Latent Roots Derived from Normal Samples , 1964 .

[25]  P. Forrester,et al.  The Calogero-Sutherland Model and Generalized Classical Polynomials , 1996, solv-int/9608004.

[26]  Mathini Sellathurai,et al.  Stratified diagonal layered space-time architectures: signal processing and information theoretic aspects , 2003, IEEE Trans. Signal Process..

[27]  M. Alvo,et al.  Complex random matrices and Rayleigh channel capacity , 2003, Commun. Inf. Syst..

[28]  Hyundong Shin,et al.  Capacity of multiple-antenna fading channels: spatial fading correlation, double scattering, and keyhole , 2003, IEEE Trans. Inf. Theory.

[29]  L. Goddard Information Theory , 1962, Nature.

[30]  Kenneth S. Miller,et al.  Complex stochastic processes: an introduction to theory and application , 1974 .

[31]  Mohamed-Slim Alouini,et al.  Impact of correlation on the capacity of MIMO channels , 2003, IEEE International Conference on Communications, 2003. ICC '03..

[32]  A. James Normal Multivariate Analysis and the Orthogonal Group , 1954 .

[33]  M. Stephanov,et al.  Random Matrices , 2005, hep-ph/0509286.

[34]  Moe Z. Win,et al.  On the capacity of spatially correlated MIMO Rayleigh-fading channels , 2003, IEEE Trans. Inf. Theory.

[35]  A. Edelman Eigenvalues and condition numbers of random matrices , 1988 .

[36]  T. Ratnarajah,et al.  Jacobians and Hypergeometric Functions in Complex Multivariate Analysis∗ , 2003 .

[37]  Mohamed-Slim Alouini,et al.  Performance analysis of MIMO MRC systems over Rician fading channels , 2002, Proceedings IEEE 56th Vehicular Technology Conference.