Random Matrix Model for Nakagami–Hoyt Fading

Random matrix model for the Nakagami- q (Hoyt) fading in multiple-input multiple-output (MIMO) communication channels with arbitrary number of transmitting and receiving antennas is considered. The joint probability density for the eigenvalues of H f H (or HH f), where H is the channel matrix, is shown to correspond to the Laguerre crossover ensemble of random matrices and is given in terms of a Pfaffian. Exact expression for the marginal density of eigenvalues is obtained as a series consisting of associated Laguerre polynomials. This is used to study the effect of fading on the Shannon channel capacity. Exact expressions for higher order density correlation functions are also given which can be used to study the distribution of channel capacity.

[1]  Mansoor Shafi,et al.  On a Gaussian approximation to the capacity of wireless MIMO systems , 2002, 2002 IEEE International Conference on Communications. Conference Proceedings. ICC 2002 (Cat. No.02CH37333).

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

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

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

[5]  Akhilesh Pandey,et al.  Skew-Orthogonal Polynomials and Universality of Energy-Level Correlations , 2001 .

[6]  Mohamed-Slim Alouini,et al.  Quadratic forms in complex Gaussian matrices and performance analysis of MIMO systems with co-channel interference , 2002, Proceedings IEEE International Symposium on Information Theory,.

[7]  V. Marčenko,et al.  DISTRIBUTION OF EIGENVALUES FOR SOME SETS OF RANDOM MATRICES , 1967 .

[8]  Aris L. Moustakas,et al.  Capacity and Character Expansions: Moment-Generating Function and Other Exact Results for MIMO Correlated Channels , 2005, IEEE Transactions on Information Theory.

[9]  Mohamed-Slim Alouini,et al.  A unified approach to the performance analysis of digital communication over generalized fading channels , 1998, Proc. IEEE.

[10]  Reinaldo A. Valenzuela,et al.  Keyholes, correlations, and capacities of multielement transmit and receive antennas , 2002, IEEE Trans. Wirel. Commun..

[11]  Akhilesh Pandey,et al.  Jacobi crossover ensembles of random matrices and statistics of transmission eigenvalues , 2010 .

[12]  Hyundong Shin,et al.  Closed-form formulas for ergodic capacity of MIMO Rayleigh fading channels , 2003, IEEE International Conference on Communications, 2003. ICC '03..

[13]  Rene F. Swarttouw,et al.  Orthogonal polynomials , 2020, NIST Handbook of Mathematical Functions.

[14]  John M. Cioffi,et al.  On the MIMO channel capacity for the dual and asymptotic cases over Hoyt channels , 2007, IEEE Communications Letters.

[15]  Vijay K. Bhargava,et al.  Simple and accurate methods for outage analysis in cellular mobile radio systems-a unified approach , 2001, IEEE Trans. Commun..

[16]  Laura Cottatellucci On the capacity of MIMO rice channels , 2004 .

[17]  Melbourne Barton,et al.  Statistical characterization of multiple-input multiple-output (MIMO) channel capacity , 2002, 2002 IEEE Wireless Communications and Networking Conference Record. WCNC 2002 (Cat. No.02TH8609).

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

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

[20]  H. Vincent Poor,et al.  On the capacity of multiple-antenna systems in Rician fading , 2005, IEEE Transactions on Wireless Communications.

[21]  Axthonv G. Oettinger,et al.  IEEE Transactions on Information Theory , 1998 .

[22]  Georgios B. Giannakis,et al.  Outage mutual information of space-time MIMO channels , 2004, IEEE Transactions on Information Theory.

[23]  P. A. Mello,et al.  Random matrix physics: Spectrum and strength fluctuations , 1981 .

[24]  R. F.,et al.  Mathematical Statistics , 1944, Nature.

[25]  Daniel Pérez Palomar,et al.  Ordered Eigenvalues of a General Class of Hermitian Random Matrices and Performance Analysis of MIMO Systems , 2008, 2008 IEEE International Conference on Communications.

[26]  Pedro Martins Marques,et al.  On the Derivation of the Exact, Closed-Form Capacity Formulas for Receiver-Sided Correlated MIMO Channels , 2008, IEEE Transactions on Information Theory.

[27]  J. Wishart THE GENERALISED PRODUCT MOMENT DISTRIBUTION IN SAMPLES FROM A NORMAL MULTIVARIATE POPULATION , 1928 .

[28]  M. Nakagami The m-Distribution—A General Formula of Intensity Distribution of Rapid Fading , 1960 .

[29]  Ray S. Hoyt Probability functions for the modulus and angle of the normal complex variate , 1947 .

[30]  Matthias Pätzold,et al.  A study on the second order statistics of Nakagami-Hoyt mobile fading channels , 2005, IEEE Transactions on Vehicular Technology.

[31]  K. Pearson,et al.  Biometrika , 1902, The American Naturalist.

[32]  Freeman J. Dyson,et al.  DISTRIBUTION OF EIGENVALUES FOR A CLASS OF REAL SYMMETRIC MATRICES. , 1971 .

[33]  Mohamed-Slim Alouini,et al.  Quadratic forms in complex Gaussian matrices and performance analysis of MIMO systems with cochannel interference , 2004, IEEE Transactions on Wireless Communications.

[34]  John M. Cioffi,et al.  On the MIMO Channel Capacity for the Nakagami-$m$ Channel , 2007, IEEE Transactions on Information Theory.

[35]  Joachim Speidel,et al.  Ergodic Capacity and Information Outage Probability of MIMO Nakagami-m Keyhole Channels with General Branch Parameters , 2007, 2007 IEEE Wireless Communications and Networking Conference.

[36]  Akhilesh Pandey,et al.  Brownian-motion model of discrete spectra , 1995 .

[37]  Moslem Noori,et al.  On the Eigenvalue Distribution of Correlated MIMO Channels by Character Expansion of Groups , 2008, IEEE GLOBECOM 2008 - 2008 IEEE Global Telecommunications Conference.

[38]  B. Chytil,et al.  The distribution of amplitude scintillation and the conversion of scintillation indices , 1967 .

[39]  Ralf R. Müller,et al.  A random matrix model of communication via antenna arrays , 2002, IEEE Trans. Inf. Theory.

[40]  Akhilesh Pandey,et al.  Skew-orthogonal polynomials and random-matrix ensembles. , 2002, Physical review. E, Statistical, nonlinear, and soft matter physics.

[41]  Dan Popescu,et al.  Information capacity of a random signature multiple-input multiple-output channel , 2000, IEEE Trans. Commun..

[42]  S. Simon,et al.  Eigenvalue density of correlated complex random Wishart matrices. , 2004, Physical review. E, Statistical, nonlinear, and soft matter physics.

[43]  H. Risken The Fokker-Planck equation : methods of solution and applications , 1985 .

[44]  George K. Karagiannidis,et al.  Gaussian class multivariate Weibull distributions: theory and applications in fading channels , 2005, IEEE Transactions on Information Theory.

[45]  B. Hughes,et al.  Gaussian approximations for the capacity of MIMO Rayleigh fading channels , 2002, Conference Record of the Thirty-Sixth Asilomar Conference on Signals, Systems and Computers, 2002..

[46]  Z. Bai,et al.  METHODOLOGIES IN SPECTRAL ANALYSIS OF LARGE DIMENSIONAL RANDOM MATRICES, A REVIEW , 2008 .

[47]  Daniel Pérez Palomar,et al.  Ordered Eigenvalues of a General Class of Hermitian Random Matrices With Application to the Performance Analysis of MIMO Systems , 2009, IEEE Transactions on Signal Processing.

[48]  Harold Widom,et al.  On the Relation Between Orthogonal, Symplectic and Unitary Matrix Ensembles , 1999 .

[49]  王京,et al.  Analytical Expression for the MIMO Channel Capacity , 2006 .

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

[51]  Akhilesh Pandey,et al.  Universal spectral correlations in orthogonal-unitary and symplectic-unitary crossover ensembles of random matrices. , 2009, Physical review. E, Statistical, nonlinear, and soft matter physics.

[52]  Shlomo Shamai,et al.  Spectral Efficiency of CDMA with Random Spreading , 1999, IEEE Trans. Inf. Theory.

[53]  Mansoor Shafi,et al.  Capacity of MIMO systems with semicorrelated flat fading , 2003, IEEE Trans. Inf. Theory.

[54]  Mohamed-Slim Alouini,et al.  Capacity of MIMO Rician channels , 2006, IEEE Transactions on Wireless Communications.

[55]  Mohamed-Slim Alouini,et al.  Digital Communication Over Fading Channels: A Unified Approach to Performance Analysis , 2000 .