Real-Valued Direct Position Determination of Quasi-Stationary Signals for Nested Arrays: Khatri-Rao Subspace and Unitary Transformation

被引:5
作者
Zeng, Haowei [1 ,2 ]
Yue, Heng [1 ,2 ]
Cao, Jinke [1 ,2 ]
Zhang, Xiaofei [1 ,2 ]
机构
[1] Nanjing Univ Aeronaut & Astronaut, Coll Elect & Informat Engn, Nanjing 211106, Peoples R China
[2] Minist Ind & Informat Technol, Key Lab Dynam Cognit Syst Electromagnet Spectrum, Nanjing 211106, Peoples R China
关键词
quasi-stationary signals; direct position determination; nested array; Khatri-Rao subspace; subspace data fusion; dimension-reduced; unitary transformation; DOA ESTIMATION; BLIND SEPARATION; LOCALIZATION; COVARIANCE; SENSORS; ANGLE; TDOA;
D O I
10.3390/s22114209
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
The features of quasi-stationary signals (QSS) are considered to be in a direct position determination (DPD) framework, and a real-valued DPD algorithm of QSS for nested arrays is proposed. By stacking the vectorization form of the signal's covariance for different frames and further eliminating noise, a new noise-eliminated received signal matrix is obtained first. Then, the combination of the Khatri-Rao subspace method and subspace data fusion method was performed to form the cost function. High complexity can be reduced by matrix reconstruction, including the modification of the dimension-reduced matrix and unitary transformation. Ultimately, the advantage of lower complexity, compared with the previous algorithm, is verified by complexity analysis, and the superiority over the existing algorithms, in terms of the maximum number of identifiable sources, estimation accuracy, and resolution, are corroborated by some simulation results.
引用
收藏
页数:16
相关论文
共 41 条
[1]   A Novel TOA-Based Mobile Localization Technique Under Mixed LOS/NLOS Conditions for Cellular Networks [J].
Abu-Shaban, Zohair ;
Zhou, Xiangyun ;
Abhayapala, Thushara D. .
IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2016, 65 (11) :8841-8853
[2]   NEW LOOK AT STATISTICAL-MODEL IDENTIFICATION [J].
AKAIKE, H .
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 1974, AC19 (06) :716-723
[3]   A decoupled algorithm for geolocation of multiple emitters [J].
Amar, Alon ;
Weiss, Anthony J. .
SIGNAL PROCESSING, 2007, 87 (10) :2348-2359
[4]   Efficient direct position determination of orthogonal frequency division multiplexing signals [J].
Bar-Shalom, O. ;
Weiss, A. J. .
IET RADAR SONAR AND NAVIGATION, 2009, 3 (02) :101-111
[5]  
Bar-Shalom O, 2007, 2007 IEEE 8TH WORKSHOP ON SIGNAL PROCESSING ADVANCES IN WIRELESS COMMUNICATIONS, VOLS 1 AND 2, P71
[6]   Accuracy and Precision of Agents Orientation in an Indoor Positioning System Using Multiple Infrastructure Lighting Spotlights and a PSD Sensor [J].
De-La-Llana-Calvo, Alvaro ;
Luis Lazaro-Galilea, Jose ;
Alcazar-Fernandez, Aitor ;
Gardel-Vicente, Alfredo ;
Bravo-Munoz, Ignacio ;
Iamnitchi, Andreea .
SENSORS, 2022, 22 (08)
[7]  
Demissie Bruno., 2008, 2008 11th International Conference on Information Fusion, P1, DOI DOI 10.1109/ICIF.2008.4632202
[8]   A model selection rule for sinusoids in white Gaussian noise [J].
Djuric, PM .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 1996, 44 (07) :1744-1751
[9]   Angle of Arrival-Based Cooperative Positioning for Smart Vehicles [J].
Fascista, Alessio ;
Ciccarese, Giovanni ;
Coluccia, Angelo ;
Ricci, Giuseppe .
IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS, 2018, 19 (09) :2880-2892
[10]   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