An Approximate Solution for Symbol-Level Multiuser Precoding Using Support Recovery

被引:8
作者
Haqiqatnejad, Alireza [1 ]
Kayhan, Farbod [1 ]
Ottersten, Bjorn [1 ]
机构
[1] Univ Luxembourg, Interdisciplinary Ctr Secur Reliabil & Trust SnT, Luxembourg, Luxembourg
来源
2019 IEEE 20TH INTERNATIONAL WORKSHOP ON SIGNAL PROCESSING ADVANCES IN WIRELESS COMMUNICATIONS (SPAWC 2019) | 2019年
关键词
Downlink MU-MIMO; NNLS optimization; SINR-constrained power minimization; symbol-level precoding; CONSTRUCTIVE INTERFERENCE; OPTIMIZATION;
D O I
10.1109/spawc.2019.8815429
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
In this paper, we propose a low-complexity method to approximately solve the SINR-constrained optimization problem of symbol-level precoding (SLP). First, assuming a generic modulation scheme, the precoding optimization problem is recast as a standard non-negative least squares (NNLS). Then, we improve an existing closed-form SLP (CF-SLP) scheme using the conditions for nearly perfect recovery of the optimal solution support, followed by solving a reduced system of linear equations. We show through simulation results that in comparison with the CF-SLP method, the improved approximate solution of this paper, referred to as ICF-SLP, significantly enhances the performance with a negligible increase in complexity. We also provide comparisons with a fast-converging iterative NNLS algorithm, where it is shown that the ICF-SLP method is comparable in performance to the iterative algorithm with a limited maximum number of iterations. Analytic discussions on the complexities of different methods are provided, verifying the computational efficiency of the proposed method. Our results further indicate that the ICF-SLP scheme performs quite close to the optimal SLP, particularly in the large system regime.
引用
收藏
页数:5
相关论文
共 23 条
[1]   Symbol-Level Multiuser MISO Precoding for Multi-Level Adaptive Modulation [J].
Alodeh, Maha ;
Chatzinotas, Symeon ;
Ottersten, Bjorn .
IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 2017, 16 (08) :5511-5524
[2]   Constructive Multiuser Interference in Symbol Level Precoding for the MISO Downlink Channel [J].
Alodeh, Maha ;
Chatzinotas, Symeon ;
Ottersten, Bjoern .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2015, 63 (09) :2239-2252
[3]  
[Anonymous], 2014, Found. Trends Optim.., DOI DOI 10.1561/2400000003
[4]  
Bengtsson M., 2001, HDB ANTENNAS WIRELES
[5]   Optimal Multiuser Transmit Beamforming: A Difficult Problem with a Simple Solution Structure [J].
Bjornson, Emil ;
Bengtsson, Mats ;
Ottersten, Bjorn .
IEEE SIGNAL PROCESSING MAGAZINE, 2014, 31 (04) :142-148
[6]  
Bro R, 1997, J CHEMOMETR, V11, P393, DOI 10.1002/(SICI)1099-128X(199709/10)11:5<393::AID-CEM483>3.0.CO
[7]  
2-L
[8]   WRITING ON DIRTY PAPER [J].
COSTA, MHM .
IEEE TRANSACTIONS ON INFORMATION THEORY, 1983, 29 (03) :439-441
[9]   Convex Optimization-Based Beamforming [J].
Gershman, Alex B. ;
Sidiropoulos, Nicholas D. ;
Shahbazpanahi, Shahram ;
Bengtsson, Mats ;
Ottersten, Bjorn .
IEEE SIGNAL PROCESSING MAGAZINE, 2010, 27 (03) :62-75
[10]   Power Minimizer Symbol-Level Precoding: A Closed-Form Suboptimal Solution [J].
Haqiqatnejad, Alireza ;
Kayhan, Farbod ;
Ottersten, Bjorn .
IEEE SIGNAL PROCESSING LETTERS, 2018, 25 (11) :1730-1734