Auxiliary Vehicle Positioning Based on Robust DOA Estimation With Unknown Mutual Coupling

被引:54
作者
Wen, Fangqing [1 ,2 ]
Wang, Juan [3 ]
Shi, Junpeng [4 ]
Gui, Guan [3 ]
机构
[1] Yangtze Univ, Sch Elect & Informat, Jingzhou 434023, Peoples R China
[2] Hainan Univ, State Key Lab Marine Resource Utilizat South Chin, Haikou 570228, Hainan, Peoples R China
[3] Nanjing Univ Posts & Telecommun, Coll Telecommun & Informat Engn, Nanjing 210003, Peoples R China
[4] Natl Univ Def Technol, Hefei 230037, Peoples R China
基金
中国国家自然科学基金;
关键词
Direction-of-arrival estimation; Estimation; Mutual coupling; Sensor arrays; Antenna arrays; Geometry; Wireless communication; Arbitrary geometry; direction-of-arrival (DOA) estimation; Internet of Vehicles (IoV); mutual coupling; sensor array; vehicle positioning; UNIFORM CIRCULAR ARRAYS; WIDE-BAND LOCALIZATION; OF-ARRIVAL ESTIMATION; FUNDAMENTAL LIMITS; MASSIVE MIMO; CALIBRATION; PERFORMANCE; ALGORITHM; TRACKING; RADAR;
D O I
10.1109/JIOT.2020.2979771
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
As an important branch of the Internet of Vehicles (IoV), vehicle positioning has drawn extensive attention. Traditional positioning systems based on a global positioning system incur long delays, and may fail due to obstructions. In this article, we propose an auxiliary positioning architecture, whose core is to estimate the direction of arrival (DOA) of signals from landmarks, such as wireless access points, utilizing a sensor array in the vehicle. Due to space limitations, the array may be placed in an arbitrary geometry and may suffer from unknown mutual coupling. Most algorithms are only effective for sensor arrays with special geometries, e.g., a uniform linear array or rectangular array. To tackle this problem, an improved multiple signal classification algorithm is derived, which is superior to the state-of-the-art iterative method from the perspective of computational complexity. Detailed analysis concerning identifiability, computational complexity, and Cramer-Rao bounds are given. The simulation results verify the improvement of the proposed DOA estimation algorithm. The proposed architecture can obtain robust self-localization with existing vehicular ad hoc networks, and it can collaborate with other positioning systems to provide a safe driving environment.
引用
收藏
页码:5521 / 5532
页数:12
相关论文
共 60 条
[1]   Error Bounds for Uplink and Downlink 3D Localization in 5G Millimeter Wave Systems [J].
Abu-Shaban, Zohair ;
Zhou, Xiangyun ;
Abhayapala, Thushara ;
Seco-Granados, Gonzalo ;
Wymeersch, Henk .
IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 2018, 17 (08) :4939-4954
[2]   RSSI-Based Multi-Target Tracking by Cooperative Agents Using Fusion of Cross-Target Information [J].
Beaudeau, Jonathan P. ;
Bugallo, Monica F. ;
Djuric, Petar M. .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2015, 63 (19) :5033-5044
[3]  
Bisio I, 2013, IEEE GLOB COMM CONF, P4639, DOI 10.1109/GLOCOMW.2013.6855683
[4]   Off-Grid DOA Estimation Using Sparse Bayesian Learning in MIMO Radar With Unknown Mutual Coupling [J].
Chen, Peng ;
Cao, Zhenxin ;
Chen, Zhimin ;
Wang, Xianbin .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2019, 67 (01) :208-220
[5]   Space/Aerial-Assisted Computing Offloading for IoT Applications: A Learning-Based Approach [J].
Cheng, Nan ;
Lyu, Feng ;
Quan, Wei ;
Zhou, Conghao ;
He, Hongli ;
Shi, Weisen ;
Shen, Xuemin .
IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS, 2019, 37 (05) :1117-1129
[6]   Soft Information for Localization-of-Things [J].
Conti, Andrea ;
Mazuelas, Santiago ;
Bartoletti, Stefania ;
Lindsey, William C. ;
Win, Moe Z. .
PROCEEDINGS OF THE IEEE, 2019, 107 (11) :2240-2264
[7]   Calibration of directional mutual coupling for antenna arrays [J].
Elbir, Ahmet M. .
DIGITAL SIGNAL PROCESSING, 2017, 69 :117-126
[8]   A Novel Data Transformation Approach for DOA Estimation With 3-D Antenna Arrays in the Presence of Mutual Coupling [J].
Elbir, Ahmet M. .
IEEE ANTENNAS AND WIRELESS PROPAGATION LETTERS, 2017, 16 :2118-2121
[9]   DIRECTION FINDING IN THE PRESENCE OF MUTUAL COUPLING [J].
FRIEDLANDER, B ;
WEISS, AJ .
IEEE TRANSACTIONS ON ANTENNAS AND PROPAGATION, 1991, 39 (03) :273-284
[10]   A hybrid UCA-RARE/Root-MUSIC approach for 2-D direction of arrival estimation in uniform circular arrays in the presence of mutual coupling [J].
Goossens, Roald ;
Rogier, Hendrik .
IEEE TRANSACTIONS ON ANTENNAS AND PROPAGATION, 2007, 55 (03) :841-849