Robust adaptive beamforming for coprime array based on subspace orthogonality

被引:0
作者
Huang, Xiangdong [1 ]
Hu, Nian [1 ]
Yang, Xiaoqing [1 ]
Gan, Lin [1 ]
机构
[1] Tianjin Univ, Sch Elect & Informat Engn, Weijin Rd, Tianjin 300072, Peoples R China
基金
中国国家自然科学基金;
关键词
Robust adaptive beamforming; Coprime array; Covariance matrix reconstruction; COVARIANCE-MATRIX RECONSTRUCTION; STEERING VECTOR;
D O I
10.1007/s11045-025-00899-5
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
This paper presents a robust adaptive beamforming (RAB) algorithm for coprime array based on subspace orthogonality. Initially, we eliminate residual noise to improve the accuracy of the noise power estimation. The Desired Signal Steering Vector (DSSV) is derived from the noise-free desired Sample Covariance Matrix (SCM). To obtain a virtual Uniform Linear Array (ULA) much longer than the actual linear array, we derive the continuous elements in the difference coarray and construct the Toeplitz matrix to create the virtual SCM. The interference Steering Vectors (SVs) are optimized by exploiting the orthogonality between the complementary subspace and the actual interference SVs. Subsequently, we accurately reconstruct the Interference-plus-Noise Covariance Matrix (INCM) in the physical domain, utilizing the maximum correlation principle, and derive the optimal weight vector for beamforming. Through simulation results, we demonstrate the robustness of the proposed algorithm in dealing with look direction errors, incoherent local scattering errors, array element gain and phase perturbation errors.
引用
收藏
页数:20
相关论文
共 22 条
[1]   HIGH-RESOLUTION FREQUENCY-WAVENUMBER SPECTRUM ANALYSIS [J].
CAPON, J .
PROCEEDINGS OF THE IEEE, 1969, 57 (08) :1408-&
[2]   Improved Adaptive Beamforming Algorithms for Wireless Systems [J].
Dakulagi, Veerendra .
WIRELESS PERSONAL COMMUNICATIONS, 2023, 130 (01) :625-633
[3]  
Gu YJ, 2016, INT CONF ACOUST SPEE, P2981, DOI 10.1109/ICASSP.2016.7472224
[4]   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
[5]   Robust Adaptive Beamforming With a Novel Interference-Plus-Noise Covariance Matrix Reconstruction Method [J].
Huang, Lei ;
Zhang, Jing ;
Xu, Xu ;
Ye, Zhongfu .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2015, 63 (07) :1643-1650
[6]   Robust adaptive beamforming based on a new steering vector estimation algorithm [J].
Jia, Weimin ;
Jin, Wei ;
Zhou, Shuhua ;
Yao, Minli .
SIGNAL PROCESSING, 2013, 93 (09) :2539-2542
[7]   On robust Capon beamforming and diagonal loading [J].
Li, J ;
Stoica, P ;
Wang, ZS .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2003, 51 (07) :1702-1715
[8]  
Li J., 2001, IEEE Transactions on Acoustics Speech and Signal Processing, V35, P1365
[9]   Coprime array-based robust beamforming using covariance matrix reconstruction technique [J].
Liu, Ke ;
Zhang, Yimin D. .
IET COMMUNICATIONS, 2018, 12 (17) :2206-2212
[10]   Robust adaptive beamforming for coprime array with steering vector estimation and covariance matrix reconstruction [J].
Meng, Zhen ;
Zhou, Weidong .
IET COMMUNICATIONS, 2020, 14 (16) :2749-2758