Localization of mixed coherently and incoherently distributed sources based on generalized array manifold

被引:2
作者
Tian, Ye [1 ]
Gao, Xinyu [2 ]
Liu, Wei [3 ]
Chen, Hua [1 ]
Jin, Ming [1 ]
机构
[1] Ningbo Univ, Fac Elect Engn & Comp Sci, Ningbo 315211, Peoples R China
[2] Yanshan Univ, Sch Informat Sci & Engn, Qinhuangdao 066004, Peoples R China
[3] Univ Sheffield, Dept Elect & Elect Engn, Sheffield S1 3JD, England
基金
中国国家自然科学基金;
关键词
Antenna arrays; Mixed source localization; Coherently distributed (CD) sources; Incoherently distributed (ID) sources; ANGULAR PARAMETER-ESTIMATION; OF-ARRIVAL ESTIMATION; 2-D DOA ESTIMATION; ALGORITHM; SPREAD; MODEL;
D O I
10.1016/j.sigpro.2023.109038
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 practice, signals received by an array may be a mixture of coherently distributed (CD) and incoherently distributed (ID) sources, due to some complicated multipath/scattering effects. To localize mixed CD and ID sources, a method based on the generalized array manifold (GAM) is developed in this work. Firstly, source enumeration and source type classification are achieved by jointly employing the minimum description length (MDL) criterion, the covariance matrix difference technique and the second-order statistics of associated eigenvalues. Secondly, with the source enumeration result, the nominal direction of arrival (DOA) of ID sources is estimated by the rank-reduction principle based one-dimensional (1-D) spectral search, where shift invariance of the GAM associated with ID sources is considered. Thirdly, the oblique projection technique is adopted to separate the CD sources from ID ones, and then the nominal DOA of CD sources is estimated via the sparsity-cognizant total least-squares (S-TLS) method. Finally, with aid of the nominal DOA estimates, the corresponding angular spreads are calculated. An analysis of the proposed method is discussed and the approximate Cramer-Rao bound (CRB) is derived. Simulations are provided to demonstrate the performance of the proposed method.(c) 2023 Elsevier B.V. All rights reserved.
引用
收藏
页数:13
相关论文
共 48 条
[1]   The effects of local scattering on direction of arrival estimation with MUSIC [J].
Astély, D ;
Ottersten, B .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 1999, 47 (12) :3220-3234
[2]   Generalised array manifold model for wireless communication channels with local scattering [J].
Asztely, D ;
Ottersten, B ;
Swindlehurst, AL .
IEE PROCEEDINGS-RADAR SONAR AND NAVIGATION, 1998, 145 (01) :51-57
[3]  
Bangs W. J., 1971, Array processing with generalized beamformers
[4]   SIGNAL-PROCESSING APPLICATIONS OF OBLIQUE PROJECTION OPERATORS [J].
BEHRENS, RT ;
SCHARF, LL .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 1994, 42 (06) :1413-1424
[5]   A generalization of weighted subspace fitting to full-rank models [J].
Bengtsson, M ;
Ottersten, B .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2001, 49 (05) :1002-1012
[6]  
Bengtsson M, 1997, IEEE VTC P, P1158, DOI 10.1109/VETEC.1997.600512
[7]   Decoupled estimation of DOA and angular spread for a spatially distributed source [J].
Besson, O ;
Stoica, P .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2000, 48 (07) :1872-1882
[8]   Oblique projections for direction-of-arrival estimation with prior knowledge [J].
Boyer, Remy ;
Bouleux, Guillaume .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2008, 56 (04) :1374-1387
[9]   An Angular Parameter Estimation Method for Incoherently Distributed Sources Via Generalized Shift Invariance [J].
Cao, Renzheng ;
Gao, Feifei ;
Zhang, Xiaofei .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2016, 64 (17) :4493-4503
[10]   2-D DOA Estimation for Nested Conformal Arrays via Sparse Reconstruction [J].
Fu, Mingcheng ;
Zheng, Zhi ;
Wang, Wen-Qin .
IEEE COMMUNICATIONS LETTERS, 2021, 25 (03) :980-984