Analysis of Magnetic Signatures for Vehicle Detection Using Dual-Axis Magneto-Impedance Sensors

被引:0
|
作者
Yao, Ruixuan [1 ]
Uchiyama, Tsuyoshi [1 ]
机构
[1] Nagoya Univ, Dept Elect, Nagoya, Aichi 4648603, Japan
关键词
Magnetic sensor; magnetic signature; traffic surveillance; vehicle detection; MI SENSOR; CLASSIFICATION; ROAD;
D O I
10.1109/JSEN.2024.3357852
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
The use of magnetic sensors for vehicle detection is proposed as a solution for monitoring traffic owing to its advantages, including ease of setup, low cost, strong resistance to interference, and privacy preservation. In this study, we proposed a vehicle detection system using dualaxis magneto-impedance (MI) sensors, which are placed on the roadside. The bar magnet and magnetic dipole models were proposed for simulating the movement of driving vehicles, and the applicability of both models was discussed. The experiment was conducted on a straight road in Aichi, Japan, and six common vehicle types on urban roads were used. A detection algorithm based on the real-time geomagnetic field was used to automatically detect moving vehicles and extract valid signals. The algorithm achieved a detection accuracy of 91.6% for vehicles driven under normal conditions. The impact of various experimental parameters, including the sensor placement height, measurement distance, and actual driving conditions, on the measurement results was evaluated. The best detection results were achieved when the sensor was placed at a height of 66 cm and was approximately 0.9 m away from the vehicle. Five magnetic features in the time and frequency domains were used to analyze the driving state of vehicles. In the frequency domain, the bandwidth and dominant frequency were confirmed to have a strong correlation with the driving speed, whereas their relationship with the vehicle type and other experimental conditions was relatively weak, making them suitable for speed estimation.
引用
收藏
页码:8721 / 8730
页数:10
相关论文
共 50 条
  • [41] Distributed intrusion detection scheme using dual-axis dimensionality reduction for Internet of things (IoT)
    Gavel, Shashank
    Raghuvanshi, Ajay Singh
    Tiwari, Sudarshan
    JOURNAL OF SUPERCOMPUTING, 2021, 77 (09): : 10488 - 10511
  • [42] Distributed intrusion detection scheme using dual-axis dimensionality reduction for Internet of things (IoT)
    Shashank Gavel
    Ajay Singh Raghuvanshi
    Sudarshan Tiwari
    The Journal of Supercomputing, 2021, 77 : 10488 - 10511
  • [43] Analysis and Experiments of Vehicle Detection with Magnetic Sensors in Urban Environments
    Wang, Qing
    Zheng, Jianying
    Xu, Bin
    Huang, Yan
    2015 IEEE INTERNATIONAL CONFERENCE ON CYBER TECHNOLOGY IN AUTOMATION, CONTROL, AND INTELLIGENT SYSTEMS (CYBER), 2015, : 71 - 75
  • [44] High-performance micro magnetic sensors installed in wearable electronic compasses and I-o-T magnetic sensors promoting new information society - Amorphous Wire CMOS IC Magneto-Impedance Sensors
    Mohri, K.
    2018 IEEE INTERNATIONAL MAGNETIC CONFERENCE (INTERMAG), 2018,
  • [45] STRUCTURAL STABILITY AND FATIGUE ASSESSMENTS OF DUAL-AXIS SOLAR TRACKERS USING FINITE ELEMENTS ANALYSIS
    AL-Rashidi, Abdulla
    INTERNATIONAL JOURNAL OF GEOMATE, 2020, 19 (73): : 8 - 13
  • [46] Proposal of self-excited wound-field magnetic-modulated dual-axis motor for hybrid electric vehicle applications
    Aoyama, Masahiro
    Noguchi, Toshihiko
    Motohashi, Yuto
    IET ELECTRIC POWER APPLICATIONS, 2018, 12 (02) : 153 - 160
  • [47] On the Detection of Missing Magnetic Wedges using Impedance Analysis
    Orman, Maciej
    Ottewill, James R.
    Tkaczyk, Agnieszka
    Pinto, Cajetan
    Anand, Vijay
    2013 IEEE 1ST INTERNATIONAL CONFERENCE ON CONDITION ASSESSMENT TECHNIQUES IN ELECTRICAL SYSTEMS (CATCON), 2013, : 325 - 330
  • [48] Investigation of quasi-stationary magnetic fields of corrosion currents of zinc-copper cells using giant magneto-impedance magnetometer
    Bardin, Ilya V.
    Bautin, Vasily A.
    Gudoshnikov, Sergey A.
    Seferyan, Alexander G.
    Ljubimov, Boris Ya.
    Usov, Nikolai A.
    CORROSION SCIENCE, 2016, 109 : 257 - 262
  • [49] Vehicle detection and car speed monitoring system using GMR magnetic sensors
    Pelegrí, J
    Alberola, J
    Llario, V
    IECON-2002: PROCEEDINGS OF THE 2002 28TH ANNUAL CONFERENCE OF THE IEEE INDUSTRIAL ELECTRONICS SOCIETY, VOLS 1-4, 2002, : 1693 - 1695
  • [50] Development of UAV Tracing and Coordinate Detection Method Using a Dual-Axis Rotary Platform for an Anti-UAV System
    Sheu, Bor-Horng
    Chiu, Chih-Cheng
    Lu, Wei-Ting
    Huang, Chu-I
    Chen, Wen-Ping
    APPLIED SCIENCES-BASEL, 2019, 9 (13):