IoT-Based Vehicle Monitoring and Driver Assistance System Framework for Safety and Smart Fleet Management

被引:2
|
作者
Rudrusamy, Bhuvendhraa [1 ]
Teoh, Hock Chye [1 ]
Pang, Jia Yew [1 ]
Lee, Tou Hong [2 ]
Chai, Sung Choong [3 ]
机构
[1] Heriot Watt Univ Malaysia, Sch Engn & Phys Sci, Putrajaya 62200, Malaysia
[2] TMS Lite Sdn Bhd, Bayan Lepas 11900, Pulau Pinang, Malaysia
[3] CPeEnergy Sdn Bhd, Petaling Jaya 47400, Selangor, Malaysia
来源
INTERNATIONAL JOURNAL OF INTEGRATED ENGINEERING | 2023年 / 15卷 / 01期
关键词
Accident; drowsiness detection; fleet management; internet of things; intelligent transportation systems; lane tracking; DRINKING; ALCOHOL; AGE;
D O I
10.30880/ijie.2023.15.01.035
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Curbing road accidents have always been one of the utmost priority of nations worldwide. In Malaysia, the Traffic Investigation and Enforcement Department reported that Malaysia's total number of road accidents have increased from 373,071 to 533,875 in the last decade. One of the significant causes of road accidents is the driver's behaviors. However, to regulate drivers' behavior by the enforcement team or fleet operators is challenging, especially for heavy vehicles. In our research, we have proposed the Internet of Things (IoT) scalability framework and its' emerging technologies to monitor and alert driver's behavioral and driving patterns to reduce road accidents. To prove this work, we have implemented a lane tracking, and iris detection algorithm, to monitor and alert the driver's behavior when the vehicle sways away from the lane, and to detect if the driver is feeling drowsy. We implemented electronic devices such as cameras, a global positioning system module, a global system communication module, and a microcontroller as the hardware for an intelligent system in the vehicle. We also applied face recognition for person identification using the same in-vehicle camera and recorded the working duration for authentication and operation health monitoring. With the GPS module, we monitored and alerted against permissible vehicle's speed accordingly. We integrated IoT on the system for the fleet centre to monitor and alert the driver's behavioral activities in real-time through the user access portal. We have validated it successfully on Malaysian roads. The outcome of this pilot project ensures the safety of drivers, public road users, and passengers. The impact of this framework leads to a new regulation by the government agencies towards merit and demerit system, real-time fleet monitoring of intelligent transportation systems, and socio-economy such as cheaper health premiums. The big data can be used to predict the driver's behavioral in the future.
引用
收藏
页码:391 / 403
页数:13
相关论文
共 50 条
  • [11] An IoT-Based Framework for Smart Water Supply Systems Management
    Goncalves, Rosiberto
    Soares, Jesse J. M.
    Lima, Ricardo M. F.
    FUTURE INTERNET, 2020, 12 (07):
  • [12] An IoT-Based Framework for Smart Homes
    Bastos, Andre
    Silva, Carlos
    Paris, Luis
    Henriques, Joao
    Caldeira, Filipe
    Wanzeller, Cristina
    NEW TRENDS IN DISRUPTIVE TECHNOLOGIES, TECH ETHICS, AND ARTIFICIAL INTELLIGENCE, DITTET 2024, 2024, 1459 : 380 - 388
  • [13] Smart airport: an IoT-based Airport Management System
    Bouyakoub, Samia
    Belkhir, Abdelkader
    Guebli, Wassila
    Bouyakoub, Faycal M'hamed
    PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON FUTURE NETWORKS AND DISTRIBUTED SYSTEMS (ICFNDS '17), 2017,
  • [14] A Mobile IoT-based Elderly Monitoring System for Senior Safety
    Naeim, Mohamed Khaled Mohyeldin
    Chung, Gwo Chin
    Lee, It Ee
    Tiang, Jun Jiat
    Tan, Soo Fun
    INTERNATIONAL JOURNAL OF TECHNOLOGY, 2023, 14 (06) : 1185 - 1195
  • [15] A Security-Enabled Safety Assurance Framework for IoT-Based Smart Homes
    Kabir, Sohag
    Gope, Prosanta
    Mohanty, Saraju P.
    IEEE TRANSACTIONS ON INDUSTRY APPLICATIONS, 2023, 59 (01) : 6 - 14
  • [16] Speed Management Strategy: Designing an IoT-Based Electric Vehicle Speed Control Monitoring System
    Antoine, Gatera
    Mikeka, Chomora
    Bajpai, Gaurav
    Jayavel, Kayalvizhi
    SENSORS, 2021, 21 (19)
  • [17] IoT-Based Smart Health System for Ambulatory Maternal and Fetal Monitoring
    Lobo Marques, Joao Alexandre
    Han, Tao
    Wu, Wanqing
    do Vale Madeiro, Joao Paulo
    Lira Neto, Aloisio Vieira
    Gravina, Raffaele
    Fortino, Giancarlo
    de Albuquerque, Victor Hugo C.
    IEEE INTERNET OF THINGS JOURNAL, 2021, 8 (23) : 16814 - 16824
  • [18] IoT-based Spatial Monitoring and Environment Prediction System for Smart Greenhouses
    Hernandez-Morales, Carlos Alberto
    Luna-Rivera, Jose Martin
    Villarreal-Guerrero, Federico
    Delgado-Sanchez, Pablo
    Guadiana-Alvarado, Zoe Arturo
    IEEE LATIN AMERICA TRANSACTIONS, 2023, 21 (04) : 602 - 611
  • [19] An IoT-Based Framework for Sustainable Supply Chain Management System
    Ali, Muhammad
    Cheema, Sehrish Munawar
    Pires, Ivan Miguel
    Naz, Ammerha
    Aslam, Zaheer
    Ayub, Nasir
    Coelho, Paulo Jorge
    PROGRESS IN ARTIFICIAL INTELLIGENCE, EPIA 2023, PT II, 2023, 14116 : 483 - 494
  • [20] IoT-based smart parking system in smart city
    Gaikwad D.P.
    Agarwal A.
    Rajale O.
    Agrawal R.
    Ranalkar S.
    International Journal of Vehicle Information and Communication Systems, 2022, 7 (03) : 306 - 320