DocumentCode :
67260
Title :
Semi-Blind Data Detection for Unitary Space-Time Modulation in MIMO Communications Systems
Author :
Soltanmohammadi, Erfan ; Naraghi-Pour, Mort
Author_Institution :
Div. of Electr. & Comput. Eng., Louisiana State Univ., Baton Rouge, LA, USA
Volume :
61
Issue :
12
fYear :
2013
fDate :
Dec-13
Firstpage :
5006
Lastpage :
5015
Abstract :
We propose an iterative algorithm based on expectation maximization (EM) to jointly estimate the system parameters and decode the data in a MIMO system using unitary space-time block codes. It is assumed that the receiver is unaware of the channel coefficients and their distribution, the average energy of the received signal, the prior probability of each signal in the constellation, and the noise power. The algorithm works for arbitrary modulation schemes and any channel model including Rayleigh and Rician fading. The complexity of the proposed receiver is computed and it is shown to be significantly lower than previously published methods, as it does not require any matrix inversion or trellis search. The performance of the proposed receiver is evaluated by simulations in terms of symbol error rate (SER) vs. signal-to-noise ratio (SNR) and it is shown that with only a few iterations of the algorithm it achieves a performance close to that of the receiver which knows all the parameters.
Keywords :
MIMO communication; Rayleigh channels; Rician channels; decoding; error statistics; expectation-maximisation algorithm; iterative methods; parameter estimation; probability; radio receivers; space-time block codes; MIMO communications systems; Rayleigh fading; Rician fading; SER; arbitrary modulation; data decoding; expectation maximization; iterations algorithm; iterative algorithm; matrix inversion; noise power; parameter estimation; prior probability; received signal; receiver; semiblind data detection; symbol error rate; unitary space-time block codes; unitary space-time modulation; Channel estimation; MIMO; Modulation; Niobium; Noise; Receiving antennas; Semi-blind data detection; expectation-maximization; joint channel estimation and data detection; unitary space-time block code;
fLanguage :
English
Journal_Title :
Communications, IEEE Transactions on
Publisher :
ieee
ISSN :
0090-6778
Type :
jour
DOI :
10.1109/TCOMM.2013.102313.130113
Filename :
6648353
Link To Document :
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