A two stage matching pursuit based algorithm for DOA estimation in fast time-varying environments

被引:3
作者
Cotter, Shane F. [1 ]
机构
[1] Union Coll, Dept Elect & Comp Engn, Schenectady, NY 12308 USA
来源
PROCEEDINGS OF THE 2007 15TH INTERNATIONAL CONFERENCE ON DIGITAL SIGNAL PROCESSING | 2007年
关键词
directions of arrival (DOA); Matching Pursuit;
D O I
10.1109/ICDSP.2007.4288519
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
We propose a new directions of arrival (DOA) algorithm which provides very reliable estimates in fast time-varying environments. Popular DOA methods such as MUSIC in ESPRIT cannot be used in these environments because of their reliance on the estimation of a covariance matrix. The algorithm uses a two stage approach, The first stage uses a matching pursuit based algorithm to process each snapshot and determine DOA. These DOA estimates are aggregated a regular intervals and a subset of the DOA are selected and Fed to a second processing stage. This stage consists of a bank of least squares estimators which are used to determine the final DOA estimate. The performance of the algorithm is evaluated for closely and widely spaced DOA over a range of SNR values.
引用
收藏
页码:63 / 66
页数:4
相关论文
共 9 条
[1]  
Cotter SF, 2001, INT CONF ACOUST SPEE, P3933, DOI 10.1109/ICASSP.2001.940704
[2]   Application of antenna arrays to mobile communications .2. Beam-forming and direction-of-arrival considerations [J].
Godara, LC .
PROCEEDINGS OF THE IEEE, 1997, 85 (08) :1195-1245
[3]  
KARABULUT G, 2005, J WIRELESS CONUM, P197
[4]   Two decades of array signal processing research - The parametric approach [J].
Krim, H ;
Viberg, M .
IEEE SIGNAL PROCESSING MAGAZINE, 1996, 13 (04) :67-94
[5]   MATCHING PURSUITS WITH TIME-FREQUENCY DICTIONARIES [J].
MALLAT, SG ;
ZHANG, ZF .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 1993, 41 (12) :3397-3415
[6]  
PATI YC, 1993, CONFERENCE RECORD OF THE TWENTY-SEVENTH ASILOMAR CONFERENCE ON SIGNALS, SYSTEMS & COMPUTERS, VOLS 1 AND 2, P40, DOI 10.1109/ACSSC.1993.342465
[7]   A pragmatic approach to adaptive antennas [J].
Sarkar, TK ;
Koh, J ;
Adve, R ;
Schneible, RA ;
Wicks, MC ;
Choi, S ;
Palma, MS .
IEEE ANTENNAS AND PROPAGATION MAGAZINE, 2000, 42 (02) :39-55
[8]  
Stoica P., 1997, INTRO SPECTRAL ANAL
[9]  
Van Veen B., 1988, IEEE ASSP MAGAZI APR