MUSIC algorithm for vector-sensors array using biquaternions

被引:88
作者
Le Bihan, Nicolas
Miron, Sebastian
Mars, Jerome I.
机构
[1] INPG, CNRS, Dept Signal Images, GIPSA Lab, F-38402 St Martin Dheres, France
[2] Ctr Rech Automat Nancy, Fac Sci & Tech, F-54506 Vandoeuvre Les Nancy, France
关键词
biquaternions and biquaternion-valued matrices; biquaternion MUSIC (BQ-MUSIC); eigenvalue decomposition; (EVD) of biquaternionic matrices; vector-sensor array processing;
D O I
10.1109/TSP.2007.896067
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
In this paper, we use a biquaternion formalism to model vector-sensor signals carrying polarization information. This allows a concise and elegant way of handling signals with eight-dimensional (8-D) vector-valued samples. Using this model, we derive a biquaternionic version of the well-known array processing MUSIC algorithm, and we show its superiority to classically used long-vector approach. New results on biquaternion valued matrix spectral analysis are presented. Of particular interest for the biquaternion MUSIC (BQ-MUSIC) algorithm is the decomposition of the spectral matrix of the data into orthogonal subspaces. We propose an effective algorithm to compute such an orthogonal decomposition of the observation space via the eigen-value decomposition (EVD) of a Hermitian biquaternionic matrix by means of a newly defined quantity, the quaternion adjoint matrix. The BQ-MUSIC estimator is derived and simulation results illustrate its performances compared with two other approaches in polarized antenna processing (LV-MUSIC and PSA-MUSIC). The proposed algorithm is shown to be superior in several aspects to the existing approaches. Compared with LV-MUSIC, the BQ-MUSIC algorithm is more robust to modelization errors and coherent noise while it can detect less sources. In comparaison with PSA-MUSIC, our approach exhibits more accurate estimation of direction of arrival (DOA) for a small number of sources, while keeping the polarization information accessible.
引用
收藏
页码:4523 / 4533
页数:11
相关论文
共 34 条
[1]  
[Anonymous], 1995, CLIFFORD ALGEBRA CLA
[2]  
[Anonymous], P ROY IR AC
[3]  
Edmonds J. D. Jr., 1972, International Journal of Theoretical Physics, V6, P205, DOI 10.1007/BF00672074
[4]  
Hestenes D., 2012, CLIFFORD ALGEBRA GEO
[5]   On left eigenvalues of a quaternionic matrix [J].
Huang, LP ;
So, WS .
LINEAR ALGEBRA AND ITS APPLICATIONS, 2001, 323 (1-3) :105-116
[6]   ANGLE AND POLARIZATION ESTIMATION IN A COHERENT SIGNAL ENVIRONMENT [J].
JIAN, L ;
COMPTON, RT .
IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS, 1993, 29 (03) :706-716
[7]  
Kantor I. L., 1989, HYPERCOMPLEX NUMBERS
[8]   Singular value decomposition of quaternion matrices: a new tool for vector-sensor signal processing [J].
Le Bihan, N ;
Mars, J .
SIGNAL PROCESSING, 2004, 84 (07) :1177-1199
[9]  
Lee H. C., 1949, Rroc. Roy. Irish Acad., V52A, P253
[10]   ANGLE ESTIMATION USING A POLARIZATION SENSITIVE ARRAY [J].
LI, J ;
COMPTON, RT .
IEEE TRANSACTIONS ON ANTENNAS AND PROPAGATION, 1991, 39 (10) :1539-1543