Title :
Random Beamforming Over Quasi-Static and Fading Channels: A Deterministic Equivalent Approach
Author :
Couillet, Romain ; Hoydis, Jakob ; Debbah, Mérouane
Author_Institution :
Dept. of Telecommun., Supelec, Gif-sur-Yvette, France
Abstract :
In this work, we study the performance of random isometric precoders over quasi-static and correlated fading channels. We derive deterministic approximations of the mutual information and the signal-to-interference-plus-noise ratio (SINR) at the output of the minimum-mean-square-error (MMSE) receiver and provide simple provably converging fixed-point algorithms for their computation. Although these approximations are only proven exact in the asymptotic regime with infinitely many antennas at the transmitters and receivers, simulations suggest that they closely match the performance of small-dimensional systems. We exemplarily apply our results to the performance analysis of multi-cellular communication systems, multiple-input multiple-output multiple-access channels (MIMO-MAC), and MIMO interference channels. The mathematical analysis is based on the Stieltjes transform method. This enables the derivation of deterministic equivalents of functionals of large-dimensional random matrices. In contrast to previous works, our analysis does not rely on arguments from free probability theory which enables the consideration of random matrix models for which asymptotic freeness does not hold. Thus, the results of this work are also a novel contribution to the field of random matrix theory and applicable to a wide spectrum of practical systems.
Keywords :
MIMO communication; antennas; array signal processing; channel coding; fading channels; interference (signal); least mean squares methods; matrix algebra; radio receivers; radio transmitters; transforms; MIMO interference channels; MIMO-MAC; MMSE receiver; SINR; Stieltjes transform method; antennas; correlated fading channels; deterministic equivalent approach; isometric precoders; mathematical analysis; matrix theory; minimum-mean-square-error; multicellular communication systems; multiple-input multiple-output multiple-access channels; quasi-static channels; random beamforming; receivers; signal-to-interference-plus-noise ratio; transmitters; Array signal processing; Channel models; Fading; MIMO; Multiaccess communication; Receivers; Vectors; Deterministic equivalent; MIMO-MAC; interference channel; isometric precoding; random beamforming;
Journal_Title :
Information Theory, IEEE Transactions on
DOI :
10.1109/TIT.2012.2201913