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
  • [41] System Architecture Design of IoT-Based Smart Cities
    Tekinerdogan, Bedir
    Koksal, Omer
    Celik, Turgay
    APPLIED SCIENCES-BASEL, 2023, 13 (07):
  • [42] An IoT-based Automated Shower System for Smart Homes
    Rodrigues, Rodolfo R.
    Rodrigues, Joel J. P. C.
    da Cruz, Mauro A. A.
    Khanna, Ashish
    Gupta, Deepak
    2018 INTERNATIONAL CONFERENCE ON ADVANCES IN COMPUTING, COMMUNICATIONS AND INFORMATICS (ICACCI), 2018, : 254 - 258
  • [43] A smart IoT-based monitoring system in poultry farms using chicken behavioural analysis
    Ahmed, Mohammed Mostafa
    Hassanien, Ehab Ezat
    Hassanien, Aboul Ella
    INTERNET OF THINGS, 2024, 25
  • [44] An IoT-based framework for smartwater supply systems management
    Gonçalves R.
    Soares J.J.M.
    Lima R.M.F.
    Future Internet, 2020, 12 (12):
  • [45] Heuristic approaches to address vehicle routing problem in the Iot-based waste management system
    Rahmanifar, Golman
    Mohammadi, Mostafa
    Sherafat, Ali
    Hajiaghaei-Keshteli, Mostafa
    Fusco, Gaetano
    Colombaroni, Chiara
    EXPERT SYSTEMS WITH APPLICATIONS, 2023, 220
  • [46] A secure framework for IoT-based smart climate agriculture system: Toward blockchain and edge computing
    Ting, Li
    Khan, Mudassir
    Sharma, Ashutosh
    Ansari, Mohd Dilshad
    JOURNAL OF INTELLIGENT SYSTEMS, 2022, 31 (01) : 221 - 236
  • [47] Smart-Monitor: Patient Monitoring System for IoT-Based Healthcare System Using Deep Learning
    Jeyaraj, Pandia Rajan
    Nadar, Edward Rajan Samuel
    IETE JOURNAL OF RESEARCH, 2022, 68 (02) : 1435 - 1442
  • [48] An IoT-Based Computational Framework for Healthcare Monitoring in Mobile Environments
    Mora, Higinio
    Gil, David
    Munoz Terol, Rafael
    Azorin, Jorge
    Szymanski, Julian
    SENSORS, 2017, 17 (10)
  • [49] An IoT-based greenhouse monitoring system with Micaz motes
    Akkas, Mustafa Alper
    Sokullu, Radosveta
    8TH INTERNATIONAL CONFERENCE ON EMERGING UBIQUITOUS SYSTEMS AND PERVASIVE NETWORKS (EUSPN 2017) / 7TH INTERNATIONAL CONFERENCE ON CURRENT AND FUTURE TRENDS OF INFORMATION AND COMMUNICATION TECHNOLOGIES IN HEALTHCARE (ICTH-2017) / AFFILIATED WORKSHOPS, 2017, 113 : 603 - 608
  • [50] IoT-Based Monitoring System Applied to Aeroponics Greenhouse
    Mendez-Guzman, Hugo A.
    Padilla-Medina, Jose A.
    Martinez-Nolasco, Coral
    Martinez-Nolasco, Juan J.
    Barranco-Gutierrez, Alejandro, I
    Contreras-Medina, Luis M.
    Leon-Rodriguez, Miguel
    SENSORS, 2022, 22 (15)