Title :
A Semidefinite Relaxation Approach for Beamforming in Cooperative Clustered Multicell Systems With Novel Limited Feedback Scheme
Author :
Zhiyu Zhang ; Kah Chan Teh ; Kwok Hung Li
Author_Institution :
Sch. of Electr. & Electron. Eng., Nanyang Technol. Univ., Singapore, Singapore
Abstract :
In this paper, we consider suboptimal cooperative downlink beamforming strategies to maximize the user sum rate in a clustered multicell system with limited feedback. We decouple the problem into multiple independent subproblems through the uplink-downlink duality theorem. Semidefinite relaxation is applied to transform the original nonconvex problem into a convex semidefinite programming problem, which can be efficiently solved in polynomial time. We propose a novel limited feedback scheme based on a compressive sensing technique that can yield high-quality channel state information (CSI) feedback. We also consider a limited feedback scenario where base stations within one cluster have different estimates of the same CSI knowledge. We investigate the channel quantization criterion by choosing the codeword vector that has the minimum norm of the difference between the codeword and the normalized channel. Numerical results demonstrate the effectiveness of the proposed beamforming algorithm and limited feedback schemes.
Keywords :
array signal processing; compressed sensing; cooperative communication; mathematical programming; polynomial approximation; quantisation (signal); channel quantization criterion; channel state information; codeword vector; compressive sensing; convex semidefinite programming problem; cooperative clustered multicell systems; limited feedback scheme; multiple independent subproblems; nonconvex problem; normalized channel; polynomial time; semidefinite relaxation; suboptimal cooperative downlink beamforming; uplink-downlink duality theorem; Array signal processing; Downlink; Interference; MIMO; Optimization; Quantization (signal); Vectors; Channel state information; Channel state information (CSI); compressive sensing; convex optimization; limited feedback; multicell systems; semidefinite programming (SDP) relaxation; semidefinite programming relaxation;
Journal_Title :
Vehicular Technology, IEEE Transactions on
DOI :
10.1109/TVT.2013.2285710