Robust adaptive beamforming based on semi-definite programming and rank-one decomposition

被引:6
作者
Wang Yan [1 ]
Wu Wen-Feng [1 ]
Fan Zhan [1 ]
Liang Guo-Long [1 ]
机构
[1] Harbin Engn Univ, Sci & Technol Underwater Acoust Lab, Harbin 150001, Peoples R China
基金
中国国家自然科学基金;
关键词
robust adaptive beamforming; semi-definite programming; rank-one decomposition; steering vector estimation;
D O I
10.7498/aps.62.184302
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
The performance of Capon beamformer degrades sharply in the presence of array steering vector mismatch. To solve this problem, a robust beamforming algorithm based on semi-definite programming and rank-one decomposition is proposed, which improves the robustness of the adaptive beamforming by estimating an actual steering vector. The constraints for estimating the steering vector are deduced under the requirement that the estimate does not weaken the ability to suppress interference and noise, and the analysis shows that the approach to formulating constraint using matrix pre-filter is reasonable. The optimization problem is constructed and converted into a semi-definite relaxation problem, and rank-one decomposition technique is adopted in order to obtain the optimal solution. The simulation results demonstrate that compared with the existing algorithms, the proposed algorithm offers high SINR (signal to interference plus noise power ratio) and accuracy of power estimation, with the sole prior information about the angular vector in which the actual signal lies.
引用
收藏
页数:10
相关论文
共 21 条
[1]  
Aboulnasr H, 2008, IEEE SIGN PROCESS LE, V15, P733
[2]   New results on Hermitian matrix rank-one decomposition [J].
Ai, Wenbao ;
Huang, Yongwei ;
Zhang, Shuzhong .
MATHEMATICAL PROGRAMMING, 2011, 128 (1-2) :253-283
[3]  
Arash K, 2012, IEEE T SIGNAL PROCES, V60, P2974
[4]   Fully Automatic Computation of Diagonal Loading Levels for Robust Adaptive Beamforming [J].
Du, Lin ;
Li, Jian ;
Stoica, Petre .
IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS, 2010, 46 (01) :449-458
[5]   A PROJECTION APPROACH FOR ROBUST ADAPTIVE BEAMFORMING [J].
FELDMAN, DD ;
GRIFFITHS, LJ .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 1994, 42 (04) :867-876
[6]   Adaptive beamforming with joint robustness against covariance matrix uncertainty and signal steering vector mismatch [J].
Gu, Y. J. ;
Zhu, W. P. ;
Swamy, M. N. S. .
ELECTRONICS LETTERS, 2010, 46 (01) :86-87
[7]   Robust Adaptive Beamforming Based on Interference Covariance Matrix Reconstruction and Steering Vector Estimation [J].
Gu, Yujie ;
Leshem, Amir .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2012, 60 (07) :3881-3885
[8]   Detection of weak signal based on the sea clutter scattering [J].
He Jing-Bo ;
Liu Zhong ;
Hu Sheng-Liang .
ACTA PHYSICA SINICA, 2011, 60 (11)
[9]   On robust Capon beamforming and diagonal loading [J].
Li, J ;
Stoica, P ;
Wang, ZS .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2003, 51 (07) :1702-1715
[10]   Doubly constrained robust Capon beamformer [J].
Li, J ;
Stoica, P ;
Wang, ZS .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2004, 52 (09) :2407-2423