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.
机构:
Univ New S Wales, Australian Ctr Space Engn Res, Sydney, NSW 2052, AustraliaUniv New S Wales, Australian Ctr Space Engn Res, Sydney, NSW 2052, Australia
Alam, Nima
Balaei, Asghar Tabatabaei
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h-index: 0
机构:
Univ New S Wales, Dept Elect Engn & Telecommun, Sydney, NSW 2052, AustraliaUniv New S Wales, Australian Ctr Space Engn Res, Sydney, NSW 2052, Australia
Balaei, Asghar Tabatabaei
Dempster, Andrew G.
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h-index: 0
机构:
Univ New S Wales, Australian Ctr Space Engn Res, Sydney, NSW 2052, AustraliaUniv New S Wales, Australian Ctr Space Engn Res, Sydney, NSW 2052, Australia
机构:
George Washington Univ, Ctr Intelligent Syst Res, Washington, DC 20052 USAGeorge Washington Univ, Ctr Intelligent Syst Res, Washington, DC 20052 USA
Blum, JJ
Eskandarian, A
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h-index: 0
机构:George Washington Univ, Ctr Intelligent Syst Res, Washington, DC 20052 USA
Eskandarian, A
Hoffman, LJ
论文数: 0引用数: 0
h-index: 0
机构:George Washington Univ, Ctr Intelligent Syst Res, Washington, DC 20052 USA
机构:
Univ New S Wales, Australian Ctr Space Engn Res, Sydney, NSW 2052, AustraliaUniv New S Wales, Australian Ctr Space Engn Res, Sydney, NSW 2052, Australia
Alam, Nima
Balaei, Asghar Tabatabaei
论文数: 0引用数: 0
h-index: 0
机构:
Univ New S Wales, Dept Elect Engn & Telecommun, Sydney, NSW 2052, AustraliaUniv New S Wales, Australian Ctr Space Engn Res, Sydney, NSW 2052, Australia
Balaei, Asghar Tabatabaei
Dempster, Andrew G.
论文数: 0引用数: 0
h-index: 0
机构:
Univ New S Wales, Australian Ctr Space Engn Res, Sydney, NSW 2052, AustraliaUniv New S Wales, Australian Ctr Space Engn Res, Sydney, NSW 2052, Australia
机构:
George Washington Univ, Ctr Intelligent Syst Res, Washington, DC 20052 USAGeorge Washington Univ, Ctr Intelligent Syst Res, Washington, DC 20052 USA
Blum, JJ
Eskandarian, A
论文数: 0引用数: 0
h-index: 0
机构:George Washington Univ, Ctr Intelligent Syst Res, Washington, DC 20052 USA
Eskandarian, A
Hoffman, LJ
论文数: 0引用数: 0
h-index: 0
机构:George Washington Univ, Ctr Intelligent Syst Res, Washington, DC 20052 USA