Weigh-in-motion Using Machine Learning and Telematics

被引:0
|
作者
Kirushnath, Sivaramalingam [1 ]
Kabaso, Boniface [1 ]
机构
[1] Cape Peninsula Univ Technol, Dept IT, Cape Town, South Africa
关键词
Telematics; WIM; Machine Learning; ECU;
D O I
暂无
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Driving overloaded vehicle causes road infrastructural damages, accidents, air pollution by excessive fuel consumption, and unusual expenses. Measuring the gross weight of a vehicle on a particular road segment without interrupting the traffic flow is a problem worth researching, and its solutions have several economic benefits. This paper proposes an alternative way of finding an overloaded vehicle in motion, by introducing a novel approach in inferring the weight of a vehicle on a road segment using Telematics data and Machine Learning.
引用
收藏
页码:115 / 120
页数:6
相关论文
共 50 条
  • [11] Application of support vector machine to vehicle weigh-in-motion systems
    Cheng, L
    Zhang, HJ
    Xuan, Q
    Cao, XH
    [J]. PROCEEDINGS OF THE THIRD INTERNATIONAL SYMPOSIUM ON INSTRUMENTATION SCIENCE AND TECHNOLOGY, VOL 1, 2004, : 1196 - 1200
  • [12] Evaluation of weigh-in-motion in Manitoba
    Zhi, X
    Shalaby, A
    Middleton, D
    Clayton, A
    [J]. CANADIAN JOURNAL OF CIVIL ENGINEERING, 1999, 26 (05) : 655 - 666
  • [13] Weigh-in-motion and smart bridges
    Lai, LLY
    [J]. SMART SYSTEMS FOR BRIDGES, STRUCTURES, AND HIGHWAYS - SMART STRUCTURES AND MATERIALS 1997, 1997, 3043 : 23 - 30
  • [14] FIBEROPTIC WEIGH-IN-MOTION SENSOR
    NAVARRETE, MC
    BERNABEU, E
    [J]. SENSORS AND ACTUATORS A-PHYSICAL, 1994, 41 (1-3) : 110 - 113
  • [15] Weigh-in-Motion System Testing
    Sekula, Krzysztof
    Swiercz, Andrzej
    [J]. STRUCTURAL HEALTH MONITORING II, 2012, 518 : 428 - +
  • [16] Vehicle weigh-in-motion using multiplexed interferometric sensors
    Hill, DJ
    Nash, PJ
    Sanders, N
    [J]. OFS 2002: 15TH OPTICAL FIBER SENSORS CONFERENCE TECHNICAL DIGEST, 2002, : 383 - 386
  • [17] Bridge Damage Detection Using Weigh-in-Motion Technology
    Cantero, Daniel
    Gonzalez, Arturo
    [J]. JOURNAL OF BRIDGE ENGINEERING, 2015, 20 (05)
  • [18] INSTRUMENTATION FOR A WEIGH-IN-MOTION SYSTEM USING PAVEMENT STRAIN
    MARSH, JG
    JEWELL, RJ
    [J]. GEOTECHNICAL TESTING JOURNAL, 1994, 17 (04): : 497 - 504
  • [19] A strain gauge-based Bridge Weigh-In-Motion system using deep learning
    Szinyeri, Bence
    Kovari, Bence
    Volgyi, Istvan
    Kollar, Denes
    Joo, Attila Laszlo
    [J]. ENGINEERING STRUCTURES, 2023, 277
  • [20] EVALUATION OF PIEZOELECTRIC WEIGH-IN-MOTION SYSTEM
    ALI, N
    TROGDON, J
    BERGAN, AT
    [J]. CANADIAN JOURNAL OF CIVIL ENGINEERING, 1994, 21 (01) : 156 - 160