Roadside Magnetic Sensor System for Vehicle Detection in Urban Environments

被引:75
|
作者
Wang, Qing [1 ]
Zheng, Jianying [1 ]
Xu, Hao [2 ]
Xu, Bin [1 ]
Chen, Rong [1 ]
机构
[1] Soochow Univ, Sch Urban Rail Transportat, Suzhou 215137, Peoples R China
[2] Univ Nevada, Dept Civil & Environm Engn, Reno, NV 89557 USA
关键词
Intelligent transportation systems; magnetic sensors; vehicle detection; wireless sensor network; INTELLIGENT TRANSPORTATION SYSTEMS; CLASSIFICATION; NETWORKS;
D O I
10.1109/TITS.2017.2723908
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
Intelligent Transportation Systems (ITS) are widely researched to improve the traffic situation. In ITS, vehicle detection system plays a significant role. At present, vehicle detection is often conducted by inductive loops, which are very expensive and inconvenient to install and maintain. Video camera is another frequently used detector, but it needs high computing power. In order to solve these problems, this paper focuses on the development of a roadside magnetic sensor system for vehicle detection. The device is installed at the side of the road and measures traffic in the adjacent lane (the closest lane to the sensor node). The data are transmitted by the IEEE 802.15.4 communication protocol. A novel adapted threshold state machine algorithm is proposed to detect vehicles. Since false judgments created by large vehicles passing in the nonadjacent lane (the lane next to the closest lane to the sensor node) are frequent in urban environments, a novel feature extracted by fusion of three magnetic sensor signals are proposed to reduce this error. The developed magnetic sensor system is wireless, compact, and cost-effective. The experimental results show that the proposed system achieves high accuracy and is viable in urban environments.
引用
收藏
页码:1365 / 1374
页数:10
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