Statistical Analysis of Steepest Descend and LMS Detection Algorithms for MIMO Systems

被引：3

作者：

Zanella, Alberto ^{[1
]}

Chiani, Marco ^{[2
]}

Win, Moe Z. ^{[3
]}

机构：

[1] Natl Res Council Italy, Inst Elect Comp & Telecommun Engn, I-40136 Bologna, Italy

[2] Univ Bologna, Dept Elect Comp Sci & Syst, I-40136 Bologna, Italy

[3] MIT, Lab Informat & Decis Syst, Cambridge, MA 02139 USA

来源：

IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY | 2011年 / 60卷 / 09期

基金：

美国国家科学基金会;

关键词：

Least square mean (LMS) algorithm; multiple-input multiple-output (MIMO); steepest descent (SD) algorithm; Wishart matrices;

D O I：

10.1109/TVT.2011.2170185

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：

We study the performance of steepest descent (SD) and least mean square (LMS) algorithms applied to linear detection for multiple-input multiple-output (MIMO) systems in a correlated Rayleigh fading environment. By using random matrix theory, we first study stability for a fixed step size parameter. Then, we consider two always-stable channel-adaptive strategies for the choice of the step size and analytically evaluate their performance. Finally, we derive bounds on the mean value of misadjustment for the LMS algorithm.

引用

页码：4667 / 4672

页数：7

共 50 条

[1] COMPARISON BETWEEN STEEPEST DESCENT AND LMS ALGORITHMS IN ADAPTIVE FILTERS
FOLEY, JB
BOLAND, FM
IEE PROCEEDINGS-F RADAR AND SIGNAL PROCESSING, 1987, 134 (03) : 283 - 289
[2] Statistical Analysis of User-pairing Algorithms in Virtual MIMO Systems
Dhakal, Sagar
Kim, JoonBeom
2010 WIRELESS TELECOMMUNICATIONS SYMPOSIUM (WTS), 2010,
[3] On the convergence of steepest descent and least mean-square algorithms for MIMO systems
Zanella, A
Chiani, M
Win, MZ
2004 IEEE INTERNATIONAL CONFERENCE ON COMMUNICATIONS, VOLS 1-7, 2004, : 677 - 681
[4] On the statistical efficiency of LMS algorithms
Widrow, B
CONFERENCE RECORD OF THE THIRTY-EIGHTH ASILOMAR CONFERENCE ON SIGNALS, SYSTEMS & COMPUTERS, VOLS 1 AND 2, 2004, : 109 - 109
[5] Design criteria on convergence analysis of LMS algorithms for layered space-time MIMO systems
Chueh, J
Li, YH
Vucetic, B
GLOBECOM '04: IEEE GLOBAL TELECOMMUNICATIONS CONFERENCE, VOLS 1-6, 2004, : 2557 - 2561
[6] Statistical characteristics detection and error analysis of LMS
Joint Center for Intelligent Sensing and Systems, School of Electronic Science and Technology, National University of Defense Technology, Changsha 410073, China
Hongwai yu Jiguang Gongcheng Infrared Laser Eng., 2006, 6 (705-708+758):
[7] Efficient Detection Algorithms for MIMO Communication Systems
Wu, Di-You
Van, Lan-Da
JOURNAL OF SIGNAL PROCESSING SYSTEMS FOR SIGNAL IMAGE AND VIDEO TECHNOLOGY, 2011, 62 (03): : 427 - 442
[8] Efficient Detection Algorithms for MIMO Communication Systems
Di-You Wu
Lan-Da Van
Journal of Signal Processing Systems, 2011, 62 : 427 - 442
[9] Uplink detection algorithms in multiuser MIMO systems
Li, Chuan
Liu, Wei
Chen, Rui
Huang, Peng-Yu
Zhou, Li-Hua
Xi'an Dianzi Keji Daxue Xuebao/Journal of Xidian University, 2009, 36 (04): : 639 - 644
[10] Performance of Detection Algorithms for Massive MIMO Systems
Abdelrahman, Ayatalla
Abdellatif, Mohammad M.
PROCEEDINGS OF 2019 8TH INTERNATIONAL CONFERENCE ON SOFTWARE AND INFORMATION ENGINEERING (ICSIE 2019), 2019, : 178 - 182

← 1 2 3 4 5 →