A Fast PARAFAC Algorithm for Parameter Estimation in Monostatic FDA-MIMO Radar

被引:2
作者
Wang, Wenshuai [1 ]
Lan, Xiang [1 ]
Shi, Jinmei [2 ]
Wang, Xianpeng [1 ]
机构
[1] Hainan Univ, Sch Informat & Commun Engn, State Key Lab Marine Resource Utilizat South Chin, Haikou 570228, Hainan, Peoples R China
[2] Hainan Vocat Univ Sci & Technol, Coll Informat Engn, Haikou 571158, Hainan, Peoples R China
基金
中国国家自然科学基金;
关键词
monostatic FDA-MIMO radar; augmented output; parameter estimation; PARAFAC decomposition; ANGLE ESTIMATION; ARRAY; RANGE; DOA;
D O I
10.3390/rs14133093
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
This paper studies the joint range and angle estimation of monostatic frequency diverse array multiple-input multiple-output (FDA-MIMO) radar and proposes a joint estimation algorithm. First, the transmit direction matrix is converted into real values by unitary transformation, and the Vandermonde-like matrix structure is used to construct an augmented output that doubles the aperture of the receive array. Then the augmented output is combined into a third-order tensor. Next, the factor matrices are initially estimated. Finally, the direction matrices are estimated utilizing parallel factor (PARAFAC) decomposition, and the range and angle are calculated by employing least square fitting. As contrasted with the classic PARAFAC method, the proposed method can estimate more targets and provide better estimation performance, and requires less computational complexity. The availability and excellence of the proposed method are reflected by numerical simulations and complexity analysis.
引用
收藏
页数:20
相关论文
共 43 条
[1]   Frequency diverse array radars [J].
Antonik, Paul ;
Wicks, Michael C. ;
Griffiths, Hugh D. ;
Baker, Christopher J. .
2006 IEEE RADAR CONFERENCE, VOLS 1 AND 2, 2006, :215-+
[2]   基于快速平行因子分解的声矢量传感器阵二维DOA估计 [J].
陈未央 ;
徐乐 ;
张小飞 .
南京航空航天大学学报, 2021, 53 (01) :130-135
[3]  
Cong J., 2022, IEEE INTERNET THINGS
[4]   Search-Free DOD, DOA and Range Estimation for Bistatic FDA-MIMO Radar [J].
Cui, Can ;
Xu, Jian ;
Gui, Ronghua ;
Wang, Wen-Qin ;
Wu, Wen .
IEEE ACCESS, 2018, 6 :15431-15445
[5]   MIMO radar: An idea whose time has come [J].
Fishler, E ;
Haimovich, A ;
Blum, R ;
Chizhik, D ;
Cimini, L ;
Valenzuela, R .
PROCEEDINGS OF THE IEEE 2004 RADAR CONFERENCE, 2004, :71-78
[6]  
Guo Y., 2022, IEEE T INTELL TRANSP
[7]   MIMO radar with widely separated antennas [J].
Haimovich, Alexander M. ;
Blum, Rick S. ;
Cimini, Leonard J., Jr. .
IEEE SIGNAL PROCESSING MAGAZINE, 2008, 25 (01) :116-129
[8]   Two-dimensional direction finding of acoustic sources by a vector sensor array using the propagator method [J].
He, Jin ;
Liu, Zhong .
SIGNAL PROCESSING, 2008, 88 (10) :2492-2499
[9]   Frequency diverse array radar for target range-angle estimation [J].
Huang, Ling ;
Li, Xiang ;
Gong, Peng-Cheng ;
He, Zhiming .
COMPEL-THE INTERNATIONAL JOURNAL FOR COMPUTATION AND MATHEMATICS IN ELECTRICAL AND ELECTRONIC ENGINEERING, 2016, 35 (03) :1257-1270
[10]   Tensor Decompositions and Applications [J].
Kolda, Tamara G. ;
Bader, Brett W. .
SIAM REVIEW, 2009, 51 (03) :455-500