Title :
A robust linear receiver for uplink multi-user MIMO systems based on probability-constrained optimization and second-order cone programming
Author :
Rong, Yue ; Vorobyov, Sergiy A. ; Gershman, Alex B.
Author_Institution :
Dept. of Commun. Syst., Duisburg-Essen Univ., Duisburg, Germany
Abstract :
Traditional receiver algorithms developed for multiple-input multiple-output (MIMO) wireless communication systems are based on the assumption that the channel state information (CSI) is perfectly known at the receiver. However, in real environments the exact CSI is unavailable. In this paper, we address the problem of robustness of multiuser space-time block coded MIMO systems against imperfect CSI and develop a simple linear receiver which guarantees robustness against CSI errors with a certain selected probability. The proposed receiver is formulated via a probability-constrained optimization problem which is further relaxed using Chebyshev inequality to a much simpler second-order cone programming (SOCP) problem. Simulations demonstrate that the proposed receiver has a moderate performance degradation as compared to the exact solution to the original probability-constrained optimization problem, while offering much simpler implementation.
Keywords :
Chebyshev approximation; MIMO systems; block codes; multiuser channels; optimisation; probability; radio receivers; space-time codes; CSI; Chebyshev inequality; SOCP; channel state information; linear receiver; multiple-input multiple-output; multiuser space-time block coded MIMO system; probability-constrained optimization problem; second-order cone programming problem; wireless communication system; AWGN; Chebyshev approximation; Constraint optimization; Degradation; Linear programming; MIMO; Mobile communication; Receiving antennas; Robustness; Wireless communication;
Conference_Titel :
Sensor Array and Multichannel Signal Processing Workshop Proceedings, 2004
Print_ISBN :
0-7803-8545-4
DOI :
10.1109/SAM.2004.1502927