Neighbor-Aided Localization in Vehicular Networks

被引:76
作者
Cruz, Susana B. [1 ]
Abrudan, Traian E. [2 ]
Xiao, Zhuoling [2 ]
Trigoni, Niki [2 ]
Barros, Joao [3 ]
机构
[1] Univ Porto, Fac Engn, Inst Telecomunicacoes, P-4200465 Oporto, Portugal
[2] Univ Oxford, Dept Comp Sci, Oxford OX1 3QD, England
[3] Univ Porto, Fac Engn, Dept Engn Elect & Comp, P-4200465 Oporto, Portugal
关键词
Information fusion; road vehicle localization; vehicular ad hoc networks (VANETs); vehicle-to-vehicle (V2V) communications; KALMAN FILTER; NAVIGATION; TECHNOLOGIES; INTEGRATION;
D O I
10.1109/TITS.2017.2655146
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
We address the problem of localization in vehicular ad hoc networks. Our goal is to leverage vehicle communications and smartphone sensors to improve the overall localization performance. Assuming vehicles are equipped with the IEEE 802.11p wireless interfaces, we employ a two-stage Bayesian filter to track the vehicle's position: an unscented Kalman filter for heading estimation using smartphone inertial sensors, and a particle filter that fuses vehicle-to-vehicle signal strength measurements received from mobile anchors whose positions are uncertain, with velocity, GPS position, and map information. Our model leads to a robust localization system and is able to provide useful position information even in the absence of GPS data. We evaluate the algorithm performance using realworld measurements collected from four communicating vehicles in an urban scenario, and considering different combinations of location information sources.
引用
收藏
页码:2693 / 2702
页数:10
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