Title :
Approximate transmit covariance optimization of MIMO systems with covariance feedback
Author :
Martin, Cristoff ; Ottersten, Björn
Author_Institution :
Dept. of Signals, Sensors & Syst., R. Inst. of Technol., Stockholm, Sweden
Abstract :
The data rate of a multiple input multiple output (MIMO) communication link can be improved if knowledge about the channel statistics is exploited at the transmitter. However, many realistic system scenarios require computationally prohibitive Monte Carlo methods in order to optimize the transmit covariance for maximization of the exact mutual information. This paper instead considers an approximative approach to maximize the performance of a communication link where covariance feedback is available at the transmitter. The algorithm presented is based on an asymptotic expression of the mutual information that allows correlation of both transmit and receive side of the system. From simulations we demonstrate significant gain over beamforming and pure diversity schemes in many realistic system scenarios.
Keywords :
MIMO systems; Monte Carlo methods; data communication; feedback; optimisation; radio links; radio receivers; radio transmitters; telecommunication channels; MIMO systems; Monte Carlo methods; channel statistics; communication link; covariance feedback; data rate; diversity schemes; multiple-input multiple-output systems; radio transmitter; transmit covariance optimisation; Additive noise; Array signal processing; Computational complexity; MIMO; Mutual information; Optimization methods; Output feedback; Sensor systems; Statistics; Transmitters;
Conference_Titel :
Signals, Systems and Computers, 2004. Conference Record of the Thirty-Seventh Asilomar Conference on
Print_ISBN :
0-7803-8104-1
DOI :
10.1109/ACSSC.2003.1292085