On the Product of Two Correlated Complex Gaussian Random Variables

In this letter, we derive the exact joint probability density function (pdf) of the amplitude and phase of the product of two correlated non-zero mean complex Gaussian random variables with arbitrary variances. This distribution is useful in many problems, for example radar and communication systems. We determine the joint pdf in terms of an infinite summation of modified Bessel functions of the first and second kinds, which generalizes the existing results. The truncation error is also studied when a truncated sum is employed. Finally, we evaluate the derived expressions through numerical experiments.

[1]  Ranjan K. Mallik,et al.  Distribution of Inner Product of Complex Gaussian Random Vectors and its Applications , 2011, IEEE Transactions on Communications.

[2]  M. Simon Probability distributions involving Gaussian random variables : a handbook for engineers and scientists , 2002 .

[3]  Zhong Zheng,et al.  A Blind Time-Reversal Detector in the Presence of Channel Correlation , 2012, IEEE Signal Processing Letters.

[4]  S. Nadarajah,et al.  On the distribution of the product of correlated normal random variables , 2016 .

[5]  Gerard Ledwich,et al.  An Efficient DSE Using Conditional Multivariate Complex Gaussian Distribution , 2015, IEEE Transactions on Smart Grid.

[6]  G. Marsaglia,et al.  A new derivation of Stirling's approximation of n ! , 1990 .

[7]  Ian Thompson NIST Handbook of Mathematical Functions, edited by Frank W.J. Olver, Daniel W. Lozier, Ronald F. Boisvert, Charles W. Clark , 2011 .

[8]  Michel Daoud Yacoub,et al.  On the Product of Two $\kappa$ – $\mu$ Random Variables and its Application to Double and Composite Fading Channels , 2018, IEEE Transactions on Wireless Communications.

[9]  Lingjiang Kong,et al.  Exact Distribution for the Product of Two Correlated Gaussian Random Variables , 2016, IEEE Signal Processing Letters.

[10]  Joseph Lipka,et al.  A Table of Integrals , 2010 .

[11]  José M. F. Moura,et al.  On the Product of Independent Complex Gaussians , 2012, IEEE Transactions on Signal Processing.

[12]  Lawrence Leemis,et al.  Computing the distribution of the product of two continuous random variables , 2004, Comput. Stat. Data Anal..

[13]  Bernard C. Picinbono,et al.  Second-order complex random vectors and normal distributions , 1996, IEEE Trans. Signal Process..

[14]  H. J. Malik,et al.  Probability Density Function of the Product and Quotient of Two Correlated Exponential Random Variables , 1986, Canadian Mathematical Bulletin.

[15]  Pierpaolo Natalini,et al.  Some Inequalities for Modified Bessel Functions , 2010 .

[16]  José M. F. Moura,et al.  Detection by Time Reversal: Single Antenna , 2007, IEEE Transactions on Signal Processing.

[17]  I. Nåsell,et al.  Inequalities for modified Bessel functions , 1974 .

[18]  Qian He,et al.  Diversity gain for MIMO-OTH radar target detection under product of complex Gaussian reflections , 2014, 2014 IEEE China Summit & International Conference on Signal and Information Processing (ChinaSIP).