A Systematic Literature Review of Driver Inattention Monitoring Systems for Smart Car
Dublin Core
Title
A Systematic Literature Review of Driver Inattention Monitoring Systems for Smart Car
Subject
driver inattention
driver distraction
driver fatigue
driver drowsiness
machine-learning
deep-learning
Systematic Literature Review
Description
In recent years, a significant increase in road accidents worldwide has been observed. This can partly be due to either driver distraction or fatigue. Therefore, a reliable alerting system that can detect the driver's inattention including fatigue, sleep, and distraction is necessarily required to prevent any potential accidents. The aim of this paper is to conduct a systematic review of literature (SLR) on monitoring driver inattention. In particular, the present study deals with different aspects of prior studies such as the sensors used; the types of data, the feature engineering techniques, the machine-learning techniques applied and their performance along with, the dataset used, etc. anotherFour approaches can be depicted from literature according to indicators they are based on: physiological, physical, driver performance and hybrid approach. We will focus on these different approaches in order to answer different questions, starting with the type of indicators used in the case of distraction or fatigue detection, the different datasets employed, the feature extraction techniques and the machine learning models applied. Furthermore, the study examines the practicality and reliability of each of the four approaches, as well as possible future prospects in the area, and highlights new challenges in the field of driver inattention detection with both forms of fatigue and distraction.
Creator
Soultana, Abdelfettah
Benabbou, Faouzia
Sael, Nawal
Ouahabi, Sara
Source
International Journal of Interactive Mobile Technologies (iJIM); Vol. 16 No. 16 (2022); pp. 160-189
1865-7923
Publisher
International Association of Online Engineering (IAOE), Vienna, Austria
Date
2022-08-31
Rights
Copyright (c) 2022 Abdelfettah SOULTANA, Faouzia BENABBOU , Nawal SAEL , Sara OUAHABI
https://creativecommons.org/licenses/by/4.0
Relation
Format
application/pdf
Language
eng
Type
info:eu-repo/semantics/article
info:eu-repo/semantics/publishedVersion
Peer-reviewed Article
Identifier
Citation
Abdelfettah Soultana et al., A Systematic Literature Review of Driver Inattention Monitoring Systems for Smart Car, International Association of Online Engineering (IAOE), Vienna, Austria, 2022, accessed November 6, 2024, https://igi.indrastra.com/items/show/2363