A Cross-Correlation Technique for Vehicle Detections in Wireless Magnetic Sensor Network

被引:43
|
作者
Zhu, Hongmei [1 ]
Yu, Fengqi [1 ]
机构
[1] Chinese Acad Sci, Shenzhen Inst Adv Technol, Shenzhen 518000, Peoples R China
关键词
Vehicle detection; anisotropic magnetoresistive sensor (AMR); speed estimation; wireless magnetic sensor network (WMSN); TRAFFIC SURVEILLANCE; CLASSIFICATION; DIRECTION;
D O I
10.1109/JSEN.2016.2523601
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Vehicle detections are an important research field and attract many researchers. Most research efforts have been focused on vehicle parking detection (VPD) in indoor parking lot. For on-street parking, strong noise disturbances affect detection accuracy. To deal with vehicle detections in on-street environment, we propose two vehicle detection algorithms based on a cross-correlation technique in wireless magnetic sensor networks. One is for VPD, and the other one is for vehicle speed estimation (VSE). The proposed VPD algorithm combines the state-machine detection and the cross-correlation detection. In the VSE, speed estimation is based on the calculation of the normalized cross correlation between the signals of two sensors along the road with a certain spacing. Experimental results show that the VPD has an accuracy of 99.65% for arrival and 99.44% for departure, while the VSE has an accuracy of 92%.
引用
收藏
页码:4484 / 4494
页数:11
相关论文
共 50 条
  • [1] A Cross-Correlation Based Node Estimation Technique in Underwater Wireless Communication Network
    Sayem, Abu Sadat Md.
    Anower, Md. Shamim
    2015 INTERNATIONAL CONFERENCE ON ELECTRICAL & ELECTRONIC ENGINEERING (ICEEE), 2015, : 197 - 200
  • [2] A VARIATION OF THE CROSS-CORRELATION TECHNIQUE
    FURENLID, I
    FURENLID, L
    PUBLICATIONS OF THE ASTRONOMICAL SOCIETY OF THE PACIFIC, 1990, 102 (651) : 592 - 598
  • [3] Wireless Magnetic Sensor Network for Collecting Vehicle Data
    Chinrungrueng, Jatupom
    Kaewkamnerd, Saowaluck
    2009 IEEE SENSORS, VOLS 1-3, 2009, : 1792 - 1795
  • [4] Estimation of the Vehicle Speed Using Cross-Correlation Algorithms and MEMS Wireless Sensors
    Zhang, Cheng
    Shen, Shihui
    Huang, Hai
    Wang, Linbing
    SENSORS, 2021, 21 (05) : 1 - 17
  • [5] Effect of sensor number and location in cross-correlation based node estimation technique for underwater communications network
    Chowdhury, S. A. H.
    Anower, M. S.
    Giti, J. E.
    2014 INTERNATIONAL CONFERENCE ON INFORMATICS, ELECTRONICS & VISION (ICIEV), 2014,
  • [6] Correction factors for cross-correlation processing of FBG sensor network data
    Stewart, William
    Van Hoe, Bram
    Van Steenberge, Geet
    Shultz, Stephen
    Peters, Kara
    SMART SENSOR PHENOMENA, TECHNOLOGY, NETWORKS, AND SYSTEMS INTEGRATION 2015, 2015, 9436
  • [7] Wireless multimedia sensor network for rape disease detections
    Zhou Libo
    Huang Tian
    Guan Chunyun
    EURASIP Journal on Wireless Communications and Networking, 2019
  • [8] Wireless multimedia sensor network for rape disease detections
    Zhou Libo
    Huang Tian
    Guan Chunyun
    EURASIP JOURNAL ON WIRELESS COMMUNICATIONS AND NETWORKING, 2019, 2019 (1)
  • [9] CROSS-CORRELATION FUNCTION OF A NONLINEAR NETWORK
    RUDKO, M
    PROCEEDINGS OF THE IEEE, 1977, 65 (11) : 1615 - 1616
  • [10] WIRELESS MAGNETIC SENSOR NETWORK FOR ROAD TRAFFIC MONITORING AND VEHICLE CLASSIFICATION
    Velisavljevic, Vladan
    Cano, Eduardo
    Dyo, Vladimir
    Allen, Ben
    TRANSPORT AND TELECOMMUNICATION JOURNAL, 2016, 17 (04) : 274 - 288