Title :
On High Performance MIMO Communications with Imperfect Channel Knowledge
Author :
Rezk, Meriam ; Friedlander, Benjamin
Author_Institution :
Dept. of Electr. Eng., Univ. of California Santa Cruz, Santa Cruz, CA, USA
fDate :
2/1/2011 12:00:00 AM
Abstract :
This paper compares the performance of a MIMO system applying a Mismatched Maximum Likelihood Detector (MMLD) with that applying a Generalized Likelihood Ratio Detector (GLRD) in the presence of channel estimation errors. Two sources of error are considered: errors due to noise and errors due to time variations induced by Doppler effects. The MMLD relies on the available channel estimate whereas the GLRD combines the channel estimate with a block of received data and uses a joint channel-symbol estimation approach to solve for the transmitted symbols. The GLRD is shown to outperform the MMLD whenever errors in channel estimation are incurred and the performance gap depends on the amount of error. Furthermore, the GLRD provides a unified receiver structure which can also be applied to differentially encoded MIMO systems and to situation where no channel estimate is available as in blind MIMO. The improved performance of the GLRD comes with increased computational complexity. This problem is addressed through search efficient algorithms based on the branch-estimate-bound optimization framework. We analyze the performance of the GLRD and provide a tight upper bound on the BER of the system at high SNR. Simulation results are shown for a 2 × 2 MIMO system.
Keywords :
Doppler effect; MIMO communication; channel estimation; computational complexity; error statistics; maximum likelihood detection; optimisation; tree searching; BER; Doppler effects; GLRD; MIMO system; MMLD; SNR; branch-estimate-bound optimization framework; channel estimation errors; computational complexity; generalized likelihood ratio detector; high performance MIMO communications; imperfect channel knowledge; joint channel-symbol estimation approach; mismatched maximum likelihood detector; noise error; time variation error; unified receiver structure; upper bound; Multiple-input multiple-output; channel estimation error; correlated block fading; generalized likelihood ratio detector; mismatched maximum likelihood detector; ordered-branch-estimate-bound algorithm;
Journal_Title :
Wireless Communications, IEEE Transactions on
DOI :
10.1109/TWC.2010.120310.100525