Adaptive Reduced-Rank Beamforming Method Based on Knowledge-Aided Joint Iterative Optimization

被引：4
|
作者：
He Shun [1 ]
Yang Zhiwei [2 ]
Liao Guisheng [2 ]
机构：
[1] Xian Univ Sci & Technol, Coll Commun & Informat Engn, Xian 710054, Peoples R China
[2] Xidian Univ, Natl Lab Radar Signal Proc, Xian 710071, Peoples R China
来源：
IEEE GEOSCIENCE AND REMOTE SENSING LETTERS | 2016年 / 13卷 / 10期
关键词：
Adaptive beamforming; joint iterative optimization; minimum mean square error; spatial spectrum reconstruction; ARRAY;
D O I：
10.1109/LGRS.2016.2600752
中图分类号：
P3 [地球物理学]; P59 [地球化学];
学科分类号：
0708 ; 070902 ;
摘要：
In this letter, a reduced-rank beamforming method is presented based on knowledge-aided joint iterative optimization. The proposed adaptive reduced-rank processing is realized by joint optimization for the reduced-dimension matrix and beamforming weight vector. Meanwhile, recursively updating the prior covariance matrix using the spatial spectrum reconstruction technology and the weighted processing improve the estimation precision of the array covariance matrix. The simulation results show that the proposed method is robust to the dimension of the reduced-dimension matrix and significantly improves the output signal-to-interference-plus-noise ratio (SINR) of the adaptive beamformer under the condition of few samples.
引用
收藏
页码：1582 / 1586
页数：5
相关论文
共 50 条
  • [1] KNOWLEDGE-AIDED REDUCED-RANK STAP FOR MIMO RADAR BASED ON JOINT ITERATIVE CONSTRAINED OPTIMIZATION OF ADAPTIVE FILTERS WITH MULTIPLE CONSTRAINTS
    Fa, Rui
    de Lamare, Rodrigo C.
    [J]. 2010 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, 2010, : 2762 - 2765
  • [2] Adaptive Widely Linear Reduced-Rank Beamforming Based on Joint Iterative Optimization
    Song, Nuan
    Alokozai, Waheed Ullah
    de Lamare, Rodrigo C.
    Haardt, Martin
    [J]. IEEE SIGNAL PROCESSING LETTERS, 2014, 21 (03) : 265 - 269
  • [3] Robust Widely Linear Reduced-rank Adaptive Beamforming Based on Joint Iterative Optimization
    Wang, Yonghua
    Huang, Lei
    Shi, Yunmei
    [J]. 2014 FOURTH INTERNATIONAL CONFERENCE ON INSTRUMENTATION AND MEASUREMENT, COMPUTER, COMMUNICATION AND CONTROL (IMCCC), 2014, : 366 - 369
  • [4] Adaptive Reduced-Rank Constrained Constant Modulus Algorithms Based on Joint Iterative Optimization of Filters for Beamforming
    Wang, Lei
    de Lamare, Rodrigo C.
    Yukawa, Masahiro
    [J]. IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2010, 58 (06) : 2983 - 2997
  • [5] Adaptive reduced-rank LCMV beamforming algorithms based on joint iterative optimization of filters: Design and analysis
    de Lamare, R. C.
    Wang, L.
    Fa, R.
    [J]. SIGNAL PROCESSING, 2010, 90 (02) : 640 - 652
  • [6] Reduced-rank adaptive filtering based on joint iterative optimization of adaptive filters
    de Lamare, Rodrigo C.
    Sampaio-Neto, Raimundo
    [J]. IEEE SIGNAL PROCESSING LETTERS, 2007, 14 (12) : 980 - 983
  • [7] ADAPTIVE REDUCED-RANK CONSTRAINED CONSTANT MODULUS BEAMFORMING ALGORITHMS BASED ON JOINT ITERATIVE OPTIMIZATION OF FILTERS
    Wang, Lei
    de Lamare, Rodrigo C.
    [J]. 2009 IEEE/SP 15TH WORKSHOP ON STATISTICAL SIGNAL PROCESSING, VOLS 1 AND 2, 2009, : 153 - 156
  • [8] Adaptive reduced-rank LCMV beamforming algorithms based on joint iterative optimisation of filters
    de lamare, R. C.
    [J]. ELECTRONICS LETTERS, 2008, 44 (09) : 565 - 566
  • [9] A REDUCED-RANK APPROACH TO ADAPTIVE LINEARLY CONSTRAINED MINIMUM VARIANCE BEAMFORMING BASED ON JOINT ITERATIVE OPTIMIZATION OF ADAPTIVE FILTERS
    de Lamare, Rodrigo C.
    Lowe, Matthew J.
    [J]. 2008 IEEE 9TH WORKSHOP ON SIGNAL PROCESSING ADVANCES IN WIRELESS COMMUNICATIONS, VOLS 1 AND 2, 2008, : 151 - +
  • [10] Reduced-Rank BEACON Algorithm Based on Joint Iterative Optimization of Adaptive Filters
    Clarke, Patrick
    de Lamare, Rodrigo C.
    [J]. 2010 IEEE INTERNATIONAL SYMPOSIUM ON CIRCUITS AND SYSTEMS, 2010, : 2984 - 2987
12345