4.5 Article

Performance Analysis of ZF and MMSE Equalizers for MIMO Systems: An In-Depth Study of the High SNR Regime

Journal

IEEE TRANSACTIONS ON INFORMATION THEORY
Volume 57, Issue 4, Pages 2008-2026

Publisher

IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
DOI: 10.1109/TIT.2011.2112070

Keywords

Diversity gain; error probability; MIMO; minimum mean squared error; outage capacity; outage probability; spatial multiplexing gain; tradeoff; V-BLAST; zero forcing

Funding

  1. National Science Foundation [CCF-0423842, CCF-0434410]
  2. National Natural Science Foundation of China [NSFC-61071094]

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This paper presents an in-depth analysis of the zero forcing (ZF) and minimum mean squared error (MMSE) equalizers applied to wireless multiinput multioutput (MIMO) systems with no fewer receive than transmit antennas. In spite of much prior work on this subject, we reveal several new and surprising analytical results in terms of output signal-to-noise ratio (SNR), uncoded error and outage probabilities, diversity-multiplexing (D-M) gain tradeoff and coding gain. Contrary to the common perception that ZF and MMSE are asymptotically equivalent at high SNR, we show that the output SNR of the MMSE equalizer (conditioned on the channel realization) is rho(mmse) = rho(zf) + eta(sbr), where rho(zf) is the output SNR of the ZF equalizer and that the gap eta(snr) is statistically independent of rho(zf) and is a nondecreasing function of input SNR. Furthermore, as snr -> infinity, eta(snr) converges with probability one to a scaled F random variable. It is also shown that at the output of the MMSE equalizer, the interference-to-noise ratio (INR) is tightly upper bounded by eta(snr)/rho(zf). Using the decomposition of the output SNR of MMSE, we can approximate its uncoded error, as well as outage probabilities through a numerical integral which accurately reflects the respective SNR gains of the MMSE equalizer relative to its ZF counterpart. The epsilon-outage capacities of the two equalizers, however, coincide in the asymptotically high SNR regime. We also provide the solution to a long-standing open problem: applying optimal detection ordering does not improve the D-M tradeoff of the vertical Bell Labs layered Space-Time (V-BLAST) architecture. It is shown that optimal ordering yields a SNR gain of 10 log(10) N dB in the ZF-V-BLAST architecture (where N is the number of transmit antennas) whereas for the MMSE-V-BLAST architecture, the SNR gain due to ordered detection is even better and significantly so.

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