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
  • [31] Bridge Assessment Using Weigh-in-Motion and Acoustic Emission Methods
    Dieng, L.
    Girardeau, C.
    Gaillet, L.
    Falaise, Y.
    Znidaric, A.
    Ralbovsky, M.
    [J]. DYNAMICS OF CIVIL STRUCTURES, VOL 2, 2016, : 205 - 215
  • [32] Development of live load model using weigh-in-motion data
    Hwang, E. -S.
    [J]. BRIDGE MAINTENANCE, SAFETY, MANAGEMENT AND LIFE-CYCLE OPTIMIZATION, 2010, : 3276 - 3280
  • [33] Preservation of infrastructure by using weigh-in-motion coordinated weight enforcement
    Stephens, J
    Carson, J
    Hult, DA
    Bisom, D
    [J]. TRANSPORTATION DATA RESEARCH: PLANNING AND ADMINISTRATION, 2003, (1855): : 143 - 150
  • [34] Collecting and using Weigh-in-Motion data in LRFD bridge design
    Sivakumar, Bala
    Ghosn, Michel
    [J]. BRIDGE STRUCTURES, 2009, 5 (04) : 151 - 158
  • [35] Simplified Portable Bridge Weigh-in-Motion System Using Accelerometers
    Sekiya, Hidehiko
    Kubota, Kosaku
    Miki, Chitoshi
    [J]. JOURNAL OF BRIDGE ENGINEERING, 2018, 23 (01)
  • [36] DEVELOPMENT OF WIRELESS SENSOR FOR WEIGH-IN-MOTION USING PIEZOELECTRIC CERAMIC
    Yan, Guo-liang
    Bao, Bing-de
    Xu, Rong-qiao
    Wang, Yun
    [J]. PROCEEDINGS OF THE 2020 15TH SYMPOSIUM ON PIEZOELECTRCITY, ACOUSTIC WAVES AND DEVICE APPLICATIONS (SPAWDA), 2021, : 202 - 206
  • [37] Monitoring of Changes in Bridge Response Using Weigh-In-Motion Systems
    Cantero, Daniel
    Gonzalez, Arturo
    Basu, Biswajit
    [J]. DAMAGE ASSESSMENT OF STRUCTURES X, PTS 1 AND 2, 2013, 569-570 : 183 - +
  • [38] Enhancement of bridge live loads using weigh-in-motion data
    Sivakumar, Bala
    Ibrahim, Firas I. Sheikh
    [J]. BRIDGE STRUCTURES, 2007, 3 (3-4) : 193 - 204
  • [39] NEW SENSORS FOR AXLE DETECTION AND WEIGH-IN-MOTION
    STEWART, PM
    [J]. SECOND INTERNATIONAL CONFERENCE ON ROAD TRAFFIC MONITORING, 1989, 299 : 43 - 47
  • [40] Acceleration-based bridge weigh-in-motion
    Mohammed, Yahya M.
    Uddin, Nasim
    [J]. BRIDGE STRUCTURES, 2018, 14 (04) : 131 - 138