Title :
Linear Transmission for Rate Optimization in MIMO Broadcast Channels
Author :
Wang, Xiyuan ; Zhang, Xian-Da
Author_Institution :
Dept. of Autom., Tsinghua Univ., Beijing, China
fDate :
10/1/2010 12:00:00 AM
Abstract :
In this paper, we study the linear transmission (or beamforming) techniques in MIMO broadcast channels (BC) and propose beamforming algorithms for rate optimization. Our method for algorithm design draws on ideas from the classic Arimoto-Blahut algorithm. Like Arimoto-Blahut algorithm, our algorithms operate iteratively in a two-stage manner, i.e., in one iteration, the first stage is for updating test conditional probabilities, the second for updating beamforming matrices, and both stages are composed of simple convex subproblems. Optimal transmit beamforming for weighted sum rate maximization, weighted rate balancing, and proportional fair rate allocation in MIMO BC are considered. We rediscover the weighted sum-rate beamforming weighted minimum mean square error (WSRBF-WMMSE) algorithm in for MIMO BC. And we apply our method together with uplink-downlink duality to optimal beamforming for weighted rate balancing and proportional fair rate allocation in MIMO BC. We show experimentally that our algorithm for rate balancing requires less computation time to converge than existing algorithms without performance loss, and the algorithm for proportional fair rate allocation can achieve the balance between sum rate maximization and minimum rate maximization.
Keywords :
MIMO communication; array signal processing; broadcast channels; matrix algebra; mean square error methods; optimisation; probability; Arimoto-Blahut algorithm; MIMO broadcast channels; WSRBF-WMMSE algorithm; beamforming algorithms; beamforming matrices; beamforming techniques; linear transmission; minimum rate maximization; optimal transmit beamforming; proportional fair rate allocation; rate optimization; test conditional probability; uplink-downlink duality; weighted rate balancing; weighted sum rate maximization; weighted sum-rate beamforming weighted minimum mean square error algorithm; Algorithm design and analysis; Array signal processing; Cost function; Covariance matrix; MIMO; Optimized production technology; Resource management; Beamforming; broadcast channels; linear transmission; multiple-input multiple-output (MIMO) systems; rate optimization;
Journal_Title :
Wireless Communications, IEEE Transactions on
DOI :
10.1109/TWC.2010.090210.100039