A subspace method for direction of arrival estimation of uncorrelated emitter signals

被引:41
|
作者
Jansson, M [1 ]
Göransson, B [1 ]
Ottersten, B [1 ]
机构
[1] Royal Inst Technol, Dept Signals Sensors & Syst, KTH, S-10044 Stockholm, Sweden
关键词
algorithms; array signal processing; eigenvalues and eigenfunctions; linear algebra; maximum likelihood estimation; matrix decomposition; parameter estimation; singular value decomposition; spectral analysis; statistics;
D O I
10.1109/78.752593
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
Herein, a novel eigenstructure-based method for direction estimation is presented, The method assumes that the emitter signals are uncorrelated, Ideas from subspace and covariance matching methods are combined to yield a noniterative estimation algorithm when a uniform linear array is employed, The large sample performance of the estimator is analyzed. It is shown that the asymptotic variance of the direction estimates coincides with the relevant Cramer-Rao lower bound (CRB), A compact expression for the CRB is derived for the case when it is known that the signals are uncorrelated, and it is lower than the CRB that is' usually used in the array processing literature (assuming no particular structure for the signal co-variance matrix), The difference between the two CRB's can be large in difficult scenarios. This implies that in such scenarios, the proposed method has significantly better performance than existing subspace methods such as, for example, WSF, MUSIC, and ESPRIT, Numerical examples are provided to illustrate the obtained results.
引用
收藏
页码:945 / 956
页数:12
相关论文
共 50 条
  • [21] New direction of arrival estimation method for wideband coherent signals
    Wang Ling
    Yin Jihao
    Chen Tianqi
    JOURNAL OF SYSTEMS ENGINEERING AND ELECTRONICS, 2008, 19 (03) : 473 - 478
  • [22] A novel direction-of-arrival estimation method for wideband signals
    Chunjing Liu
    Feng Liu
    Shu Zhang
    Signal, Image and Video Processing, 2012, 6 : 141 - 145
  • [23] Estimation of the direction of arrival of narrowband signals
    Delis, A
    Papadopoulos, G
    ICECS 96 - PROCEEDINGS OF THE THIRD IEEE INTERNATIONAL CONFERENCE ON ELECTRONICS, CIRCUITS, AND SYSTEMS, VOLS 1 AND 2, 1996, : 542 - 545
  • [24] Efficient wideband signals' direction of arrival estimation method with unknown number of signals
    Zeng, Yaoping
    Lu, Guangyue
    INTERNATIONAL JOURNAL OF DISTRIBUTED SENSOR NETWORKS, 2016, 12 (11):
  • [25] ICA-based direction-of-arrival estimation of uncorrelated and coherent signals with uniform linear array
    Guang-wei Ma
    Zhi-chao Sha
    Zhang-meng Liu
    Zhi-Tao Huang
    Signal, Image and Video Processing, 2014, 8 : 543 - 548
  • [26] ICA-based direction-of-arrival estimation of uncorrelated and coherent signals with uniform linear array
    Ma, Guang-wei
    Sha, Zhi-chao
    Liu, Zhang-meng
    Huang, Zhi-Tao
    SIGNAL IMAGE AND VIDEO PROCESSING, 2014, 8 (03) : 543 - 548
  • [27] Forward/backward spatial reconstruction method for directions of arrival estimation of uncorrelated and coherent signals
    Cai, B.
    Li, Y. -M.
    Wang, H. -Y.
    IET MICROWAVES ANTENNAS & PROPAGATION, 2012, 6 (13) : 1498 - 1505
  • [28] Computationally efficient method of signal subspace fitting for direction-of-arrival estimation
    Huang, L
    Feng, DZ
    Zhang, LR
    Wu, SJ
    IEICE TRANSACTIONS ON COMMUNICATIONS, 2005, E88B (08) : 3408 - 3415
  • [29] Subspace based direction of arrival estimation of DS-CDMA signals using orthogonal projection
    Beygi, Maryam Abolfath
    Olfat, Ali
    SIGNAL PROCESSING, 2010, 90 (03) : 926 - 932
  • [30] A new method for determining number of wideband signals in direction of arrival estimation
    College of Electronic Engineering, Heilongjiang University, Harbin, China
    Dianbo Kexue Xuebao, 5 (1009-1016):