Fast Converging Weighted Neumann Series Precoding for Massive MIMO Systems

被引:11
作者
Nagy, Betty [1 ]
Elsabrouty, Maha [3 ]
Elramly, Salwa [2 ]
机构
[1] Ain Shams Univ, Fac Engn, Dept Phys & Appl Math, Cairo 11571, Egypt
[2] Ain Shams Univ, Fac Engn, Dept Elect & Commun Engn, Cairo 11571, Egypt
[3] Egypt Japan Univ Sci & Technol, Dept Elect & Commun Engn, Alexandria 21934, Egypt
关键词
Massive MIMO; matrix inversion; Neumann series; optimization; LOW-COMPLEXITY;
D O I
10.1109/LWC.2017.2761876
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Neumann series (NS) expansion-based precoder in massive multiple input multiple output systems suffers from slow convergence. To solve this problem, this letter proposes a weighted NS expansion precoder. The weights are designed to minimize the error between the exact inverse and the weighted NS inverse. The optimal weights are deduced analytically. Moreover, an approximation of these optimal weights is proposed, based on the properties of large Wishart matrices, which saves the re-computation of these weights. The weighted NS precoding provides near optimal performance at only four weighted expanded NS terms and has lower complexity than recently proposed approximate precoders.
引用
收藏
页码:154 / 157
页数:4
相关论文
共 16 条
[1]  
[Anonymous], 2008, Technical University of Denmark
[2]  
[Anonymous], 1964, APPL MATH SERIES
[3]   Strong approximation of eigenvalues of large dimensional Wishart matrices by roots of generalized Laguerre polynomials [J].
Dette, H .
JOURNAL OF APPROXIMATION THEORY, 2002, 118 (02) :290-304
[4]  
Gao X., 2011, PROC IEEE VEHICULAR, P1
[5]  
Gao XY, 2015, IEEE ICC, P1577, DOI 10.1109/ICC.2015.7248549
[6]   Noncooperative Cellular Wireless with Unlimited Numbers of Base Station Antennas [J].
Marzetta, Thomas L. .
IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 2010, 9 (11) :3590-3600
[7]   Linear precoding based on polynomial expansion: reducing complexity in massive MIMO [J].
Mueller, Axel ;
Kammoun, Abla ;
Bjornson, Emil ;
Debbah, Merouane .
EURASIP JOURNAL ON WIRELESS COMMUNICATIONS AND NETWORKING, 2016, :1-22
[8]  
Prabhu H, 2013, 2013 IEEE WIRELESS COMMUNICATIONS AND NETWORKING CONFERENCE (WCNC), P2710
[9]  
Riordan J., 1968, Combinatorial Identities
[10]   Scaling Up MIMO [J].
Rusek, Fredrik ;
Persson, Daniel ;
Lau, Buon Kiong ;
Larsson, Erik G. ;
Marzetta, Thomas L. ;
Edfors, Ove ;
Tufvesson, Fredrik .
IEEE SIGNAL PROCESSING MAGAZINE, 2013, 30 (01) :40-60