Title :
Feedback rate-capacity loss tradeoff for limited feedback MIMO systems
Author :
Dabbagh, Amir D. ; Love, David J.
Author_Institution :
Sch. of Electr. & Comput. Eng., Purdue Univ., West Lafayette, IN, USA
fDate :
5/1/2006 12:00:00 AM
Abstract :
Multiple-input-multiple-output (MIMO) communication systems can provide large capacity gains over traditional single-input-single-output (SISO) systems and are expected to be a core technology of next generation wireless systems. Often, these capacity gains are achievable only with some form of adaptive transmission. In this paper, we study the capacity loss (defined as the rate loss in bits/s/Hz) of the MIMO wireless system when the covariance matrix of the transmitted signal vector is designed using a low rate feedback channel. For the MIMO channel, we find a bound on the ergodic capacity loss when random codebooks, generated from the uniform distribution on the complex unit sphere, are used to convey the second order statistics of the transmitted signal from the receiver to the transmitter. In this case, we find a closed-form expression for the ergodic capacity loss as a function of the number of bits fed back at each channel realization. These results show that the capacity loss decreases at least as O(2-B(2MMt-2)/) where B is the number of feedback bits, Mt is the number of transmit antennas, and M=min{Mr,Mt} where Mr is the number of receive antennas. In the high SNR regime, we present a new bound on the capacity loss that is tighter than the previously derived bound and show that the capacity loss decreases exponentially as a function of the number of feedback bits.
Keywords :
MIMO systems; adaptive antenna arrays; channel capacity; covariance matrices; random processes; receiving antennas; wireless channels; adaptive transmission; closed-form expression; covariance matrix; ergodic capacity loss; feedback rate-capacity loss tradeoff; limited feedback MIMO communication; multiple-input-multiple-output system; random codebook generation; receiving antenna; signal vector transmission; wireless system; Closed-form solution; Covariance matrix; Feedback; MIMO; Propagation losses; Receiving antennas; Signal design; Signal generators; Statistical distributions; Transmitters; Adaptive modulation; Rayleigh channels; capacity loss; limited feedback; multiple-input–multiple-output (MIMO) systems;
Journal_Title :
Information Theory, IEEE Transactions on
DOI :
10.1109/TIT.2006.872864