Improved Gerschgorin disk estimator for source enumeration with robustness against spatially non-uniform noise

被引:12
作者
Liu, Z. -M. [1 ]
Lu, Z. -Y. [2 ]
Huang, Z. -T. [1 ]
Zhou, Y. -Y. [1 ]
机构
[1] Natl Univ Def Technol, Sch Elect Sci & Engn, Changsha 410073, Hunan, Peoples R China
[2] Unit 63880, Luoyang 471003, Henan, Peoples R China
关键词
MDL METHOD; NUMBER; EIGENDECOMPOSITION; RADII; MODEL;
D O I
10.1049/iet-rsn.2011.0188
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 study, a characteristic equation-based Gerschgorin disk estimator (CE-GDE) is proposed for source enumeration. In CE-GDE, the diagonal averages of the array output covariance matrix of a uniform linear array are used to form a new data matrix, whose rank equals the number of the incident signals. Then the signal number is estimated by detecting the rank of this matrix with the Gerschgorin disk estimator. Numerical examples show that CE-GDE surpasses existing methods in scenarios of both spatially uniform and non-uniform noise.
引用
收藏
页码:952 / 957
页数:6
相关论文
共 9 条
[1]   NEW LOOK AT STATISTICAL-MODEL IDENTIFICATION [J].
AKAIKE, H .
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 1974, AC19 (06) :716-723
[2]   Estimation of the number of sources in unbalanced arrays via information theoretic criteria [J].
Fishler, E ;
Poor, HV .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2005, 53 (09) :3543-3553
[3]   Reduced-rank MDL method for source enumeration in high-resolution array processing [J].
Huang, Lei ;
Wu, Shunjun ;
Li, Xia .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2007, 55 (12) :5658-5667
[4]   MMSE-Based MDL Method for Robust Estimation of Number of Sources Without Eigendecomposition [J].
Huang, Lei ;
Long, Teng ;
Mao, Erke ;
So, H. C. .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2009, 57 (10) :4135-4142
[5]   Source Enumeration for High-Resolution Array Processing Using Improved Gerschgorin Radii Without Eigendecomposition [J].
Huang, Lei ;
Long, Teng ;
Wu, Shunjun .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2008, 56 (12) :5916-5925
[6]   A new DOA estimator in nonuniform noise [J].
Madurasinghe, D .
IEEE SIGNAL PROCESSING LETTERS, 2005, 12 (04) :337-339
[7]   Maximum-likelihood direction-of-arrival estimation in the presence of unknown nonuniform noise [J].
Pesavento, M ;
Gershman, AB .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2001, 49 (07) :1310-1324
[8]   ESTIMATING DIMENSION OF A MODEL [J].
SCHWARZ, G .
ANNALS OF STATISTICS, 1978, 6 (02) :461-464
[9]   SOURCE NUMBER ESTIMATORS USING TRANSFORMED GERSCHGORIN RADII [J].
WU, HT ;
YANG, JF ;
CHEN, FK .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 1995, 43 (06) :1325-1333