Title | ||
---|---|---|
Convex optimization for joint zero-forcing and antenna selection in multiuser MISO systems |
Abstract | ||
---|---|---|
The problem of joint zero-forcing (ZF) beamforming (BF) together with optimal power allocation (PA) and antenna selection (AS) for throughput maximization is considered in this paper for multi-user multiple input single output (MU-MISO) systems. We introduce a new formulation for the joint ZF and PA problem by adapting the algebraic subspace approach which finds a proper set for the optimization variable that inherently satisfies the ZF constraints. Also, the squared group Lasso penalty on the BF matrix is used to linearize (relax) the non-convex, NP-hard problem of joint BF and AS. Extensive simulations show that for the throughput problem, the proposed algorithm performs very closely to the optimal (exhaustive search) joint approach. |
Year | DOI | Venue |
---|---|---|
2014 | 10.1109/SPAWC.2014.6941311 | Signal Processing Advances in Wireless Communications |
Keywords | Field | DocType |
MIMO communication,antenna arrays,array signal processing,computational complexity,concave programming,convex programming,group theory,matrix algebra,multiuser channels,set theory,BF matrix,NP-hard problem,PA problem,algebraic subspace approach,antenna selection,convex optimization,joint ZF problem,joint zero-forcing beamforming problem,multiple input multiple output systems,multiuser MISO systems,multiuser multiple input single output systems,nonconvex problem,squared group Lasso penalty,throughput maximization,Multiple input multiple output (MIMO),antenna selection,convex optimization,group Lasso,linear precoding | Beamforming,Mathematical optimization,Square (algebra),Algebraic number,Brute-force search,Subspace topology,Matrix (mathematics),Computer science,Electronic engineering,Throughput,Convex optimization | Conference |
ISSN | Citations | PageRank |
2325-3789 | 1 | 0.37 |
References | Authors | |
12 | 4 |
Name | Order | Citations | PageRank |
---|---|---|---|
Seyran Khademi | 1 | 3 | 2.26 |
Evan DeCorte | 2 | 1 | 0.37 |
G. Leus | 3 | 4344 | 307.24 |
Alle-Jan van der Veen | 4 | 495 | 79.07 |