Beamforming technique based on adaptive diagonal loading in wireless access networks

被引:11
作者
Gao, Junqi [1 ]
Zhen, Jiaqi [1 ]
Lv, Yingnan [1 ]
Guo, Baoyu [1 ]
机构
[1] Heilongjiang Univ, Coll Elect Engn, Harbin 150080, Peoples R China
基金
中国国家自然科学基金;
关键词
Robust adaptive beamforming; Wireless access networks; Diagonal loading; Array signal processing; COVARIANCE-MATRIX TAPERS; ROBUST; ARRAY;
D O I
10.1016/j.adhoc.2020.102249
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The technique of beamforming which determines the directionality of array sensors plays an important part in wireless access networks, due to small snapshots and variational signal-to-noise ratio(SNR) in practical applications, the performance of traditional sampling matrix inversion(SMI) beamforming algorithm often degrades drastically. Therefore, an adaptive diagonal loading sampling matrix inversion(ADLSMI) algorithm is proposed, it calculates the loading value according to the characteristic structure of the covariance matrix. Simulative results show that beam formed by the proposed algorithm has a high quality under the conditions of high or low SNR, and still performs well under the case of small snapshots. Comparing with SMI and the traditional diagonal loading algorithm, the ADL-SMI is robuster and easier to be realized. (c) 2020 Elsevier B.V. All rights reserved.
引用
收藏
页数:6
相关论文
共 30 条
[1]   Low-Cost Digital Beamforming on Receive in Phased Array Radar [J].
Babur, Galina ;
Manokhin, Gleb O. ;
Geltser, Andrey A. ;
Shibelgut, Alexander A. .
IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS, 2017, 53 (03) :1355-1364
[3]   Shrinkage Algorithms for MMSE Covariance Estimation [J].
Chen, Yilun ;
Wiesel, Ami ;
Eldar, Yonina C. ;
Hero, Alfred O. .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2010, 58 (10) :5016-5029
[4]   Further study on robust adaptive beamforming with optimum diagonal loading [J].
Elnashar, Ayman ;
Elnoubi, Said A. ;
El-Mikati, Hamdi A. .
IEEE TRANSACTIONS ON ANTENNAS AND PROPAGATION, 2006, 54 (12) :3647-3658
[5]   A PROJECTION APPROACH FOR ROBUST ADAPTIVE BEAMFORMING [J].
FELDMAN, DD ;
GRIFFITHS, LJ .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 1994, 42 (04) :867-876
[6]   Automatic computation of diagonal loading factor for robust adaptive beamforming based on Gaussian distribution [J].
Gan, Lu ;
Yi, Zhouwei .
AEU-INTERNATIONAL JOURNAL OF ELECTRONICS AND COMMUNICATIONS, 2013, 67 (07) :570-573
[7]   Theory and application of covariance matrix tapers for robust adaptive beamforming [J].
Guerci, JR .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 1999, 47 (04) :977-985
[8]   A Robust Capon Beamforming Approach for Sparse Array Based on Importance Resampling Compressive Covariance Sensing [J].
Hou, Yuguan ;
Gao, Hefu ;
Huang, Qinghong ;
Qi, Jinzi ;
Mao, Xingpeng ;
Gu, Cunfeng .
IEEE ACCESS, 2019, 7 :80478-80490
[9]   Robust adaptive beamforming for MIMO radar in the presence of covariance matrix estimation error and desired signal steering vector mismatch [J].
Huang, Junsheng ;
Su, Hongtao ;
Yang, Yang .
IET RADAR SONAR AND NAVIGATION, 2020, 14 (01) :118-126
[10]   Robust Adaptive Beamforming Using Noise Reduction Preprocessing-Based Fully Automatic Diagonal Loading and Steering Vector Estimation [J].
Ke, Yuxuan ;
Zheng, Chengshi ;
Peng, Renhua ;
Li, Xiaodong .
IEEE ACCESS, 2017, 5 :12974-12987