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Artificial Intelligence based Driver Vigilance System for Accident Prevention

  • Surraiya Islam Tonni
  • , Tajin Ahmed Aka
  • , Mahathir Mahmud Antik
  • , Kazi Abu Taher
  • , Mufti Mahmud
  • , M. Shamim Kaiser*
  • *Corresponding author for this work

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

10 Scopus citations

Abstract

Accident prevention is the key facet of road safety. As the number of road accidents in Bangladesh is rising exponentially, precautionary steps are required to prevent this from happening. Many researchers are working on accident prediction models that are commonly used in road safety research. Artificial intelligence (AI) is particularly important in many real-world applications where data are not consistent and are affected by random changes. In this work, we propose an AI-based driver vigilance system for assisting drivers with accident prevention. The system detects drowsiness of the driver from dash camera using the Convolutional Neural Network algorithm; detects anomalies in the heartbeat using two-layer long short term memory algorithm and detects over-speed using GPS and front camera. The suggested model uses a Neuro-Fuzzy controller to integrate these inputs and generates alerts and controls brakes if necessary using drowsiness, heartbeat and speed variables.

Original languageEnglish
Title of host publication2021 International Conference on Information and Communication Technology for Sustainable Development, ICICT4SD 2021 - Proceedings
EditorsBrig Gen Golam Faruque, Kazi Abu Taher, M. Shamim Kaiser, Mohammed Nasir Uddin
PublisherInstitute of Electrical and Electronics Engineers Inc.
Pages412-416
Number of pages5
ISBN (Electronic)9781665414609
DOIs
StatePublished - 27 Feb 2021
Externally publishedYes
Event2021 International Conference on Information and Communication Technology for Sustainable Development, ICICT4SD 2021 - Dhaka, Bangladesh
Duration: 27 Feb 202128 Feb 2021

Publication series

Name2021 International Conference on Information and Communication Technology for Sustainable Development, ICICT4SD 2021 - Proceedings

Conference

Conference2021 International Conference on Information and Communication Technology for Sustainable Development, ICICT4SD 2021
Country/TerritoryBangladesh
CityDhaka
Period27/02/2128/02/21

Bibliographical note

Publisher Copyright:
© 2021 IEEE.

UN SDGs

This output contributes to the following UN Sustainable Development Goals (SDGs)

  1. SDG 3 - Good Health and Well-being
    SDG 3 Good Health and Well-being
  2. SDG 11 - Sustainable Cities and Communities
    SDG 11 Sustainable Cities and Communities

Keywords

  • CNN
  • EAR
  • Fuzzy Inference system
  • Fuzzy logic
  • LSTM Autoencoder
  • PPG
  • Viola-Jones algorithm

ASJC Scopus subject areas

  • Computer Networks and Communications
  • Computer Vision and Pattern Recognition
  • Development
  • Signal Processing
  • Information Systems and Management
  • Renewable Energy, Sustainability and the Environment

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