Joint User Pairing and Power Allocation With Compressive Sensing in NOMA Systems

被引:13
|
作者
Nasser, Ahmed [1 ,2 ]
Muta, Osamu [3 ]
Gacanin, Haris [4 ]
Elsabrouty, Maha [5 ]
机构
[1] Kyushu Univ, Grad Sch Informat Sci & Elect Engn, Fukuoka 8128581, Japan
[2] Suez Canal Univ, Dept Elect & Commun, Fac Engn, Ismailia 41522, Egypt
[3] Kyushu Univ, Ctr Japan Egypt Cooperat Sci & Technol, Fukuoka 8128581, Japan
[4] Rhein Westfal TH Aachen, Inst Commun Technol & Embedded Syst, Fac Elect Engn & Informat Technol, Chair Distributed Signal Proc, D-52062 Aachen, Germany
[5] Egypt Japan Univ Sci & Technol, Dept Elect & Commun, Alexandria 21934, Egypt
关键词
Sparsity; compressive sensing; power allocation (PA); user pairing (UP); non-orthogonal multiple access (NOMA);
D O I
10.1109/LWC.2020.3023619
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this letter, we propose a novel low-complexity user pairing (UP) and power allocation (PA) technique utilizing the compressive sensing (CS) theory for non-orthogonal multiple access (NOMA) systems. In the proposed scheme, we formulate the joint UP and PA optimization problem in NOMA systems as a relaxed sparse l(1)-norm problem, based on the fact that a limited, i.e., `sparse,' number of users has to be paired among a large number of users over a dedicated resource block (RB). By exploiting this inherent sparsity property, we can obtain a near-optimal solution by relaxing the original NP-hard problem of joint UP and PA. Then, a CS technique is proposed to find a solution for the relaxed problem. Simulation results validate the effectiveness of our proposed idea regarding the sum-rate and the reduced complexity compared to the state-of-the-art schemes.
引用
收藏
页码:151 / 155
页数:5
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