DocumentCode :
1025472
Title :
Joint Source–Channel Codes for MIMO Block-Fading Channels
Author :
Gündüz, Deniz ; Erkip, Elza
Author_Institution :
Princeton Univ., Princeton
Volume :
54
Issue :
1
fYear :
2008
Firstpage :
116
Lastpage :
134
Abstract :
We consider transmission of a continuous amplitude source over an L-block Rayleigh-fading Mt x Mr multiple-input multiple-output (MIMO) channel when the channel state information is only available at the receiver. Since the channel is not ergodic, Shannon´s source-channel separation theorem becomes obsolete and the optimal performance requires a joint source-channel approach. Our goal is to minimize the expected end-to-end distortion, particularly in the high signal-to-noise ratio (SNR) regime. The figure of merit is the distortion exponent, defined as the exponential decay rate of the expected distortion with increasing SNR. We provide an upper bound and lower bounds for the distortion exponent with respect to the bandwidth ratio among the channel and source bandwidths. For the lower bounds, we analyze three different strategies based on layered source coding concatenated with progressive superposition or hybrid digital/analog transmission. In each case, by adjusting the system parameters we optimize the distortion exponent as a function of the bandwidth ratio. We prove that the distortion exponent upper bound can be achieved when the channel has only one degree of freedom, that is L = 1, and min{Mt ,Mr} =1. When we have more degrees of freedom, our achievable distortion exponents meet the upper bound for only certain ranges of the bandwidth ratio. We demonstrate that our results, which were derived for a complex Gaussian source, can be extended to more general source distributions as well.
Keywords :
MIMO communication; combined source-channel coding; fading channels; MIMO block-fading channels; channel state information; continuous amplitude source; distortion exponent; joint source-channel codes; multiple-input multiple-output channel; signal-to-noise ratio regime; source-channel separation theorem; Bandwidth; Channel state information; Distortion; Fading; Information theory; Local area networks; MIMO; Rayleigh channels; Upper bound; Wireless sensor networks; Broadcast codes; distortion exponent; diversity–multiplexing gain tradeoff; hybrid digital/analog coding; joint source–channel coding; multiple-input multiple-output (MIMO); successive refinement;
fLanguage :
English
Journal_Title :
Information Theory, IEEE Transactions on
Publisher :
ieee
ISSN :
0018-9448
Type :
jour
DOI :
10.1109/TIT.2007.911274
Filename :
4418475
Link To Document :
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