DRIVER DROWSINESS DETECTION

Registration ID: IJNRD_218954

Published ID: IJNRD2404620

: Click Here to Get

About Hard Copy and Transparent Peer Review Report

Udhayakumar M, Sudhakaran R, Nishanth M, Priya V, Tharun T

Drowsiness Detection, DriverFatigue, Eye Tracking, Facial Recognition, EEG Signals, Machine Learning, Artificial Intelligence, In Vehicle Monitoring, Wearable Sensor, Reaction Time, Departure Detection.

Driver drowsiness is a significant factor contributing to road accidents worldwide. To mitigate the risks associated with drowsy driving, various techniques and technologies have been developed for early detection and alerting of drowsy drivers. This paper presents a comprehensive review of existing methodologies and advancements in driver drowsiness detection systems. The review encompasses traditional approaches such as monitoring physiological signals including eye movements, heart rate variability, and EEG signals, as well as modern techniques leveraging computer vision, machine learning, and sensor fusion methods. We examine the strengths and limitations of each approach, highlighting their effectiveness in real-world scenarios. Furthermore, we discuss the challenges associated with drowsiness detection systems, including variability in individual drowsiness patterns, environmental factors, and system robustness. Insights into emerging trends such as deep learning, wearable sensors, and in-vehicle monitoring systems are also provided. By synthesizing the current state-of-the-art, this review aims to provide researchers and practitioners with a comprehensive understanding of driver drowsiness detection techniques, fostering the development of more reliable and effective systems to enhance road safety. Physiological Signals Monitoring: This technique involves monitoring various physiological signals such as eye movements (blink rate, eyelid closure duration), heart rate variability (HRV), and electroencephalogram (EEG) signals to assess the driver's drowsiness level. Changes in these signals can indicate fatigue and drowsiness.Computer Vision: Computer vision-based systems analyze facial features and driver behavior captured by in-vehicle cameras to detect signs of drowsiness, such as drooping eyelids, yawning, and head nodding. Advanced algorithms can accurately identify these cues even under varying lighting conditions and facial orientations. Machine Learning: Machine learning algorithms, particularly classifiers such as support vector machines (SVM), random forests, and deep neural networks, are used to process data from physiological sensors or computer vision systems and classify the driver's drowsiness level based on learned patterns and features. Sensor Fusion: Sensor fusion techniques integrate data from multiple sources, such as physiological sensors, cameras, steering wheel sensors, and vehicle movement sensors, to enhance the accuracy and reliability of drowsiness detection systems. By combining information from different modalities, these systems can provide more robust assessments of driver alertness. Real-Time Alerting: Drowsiness detection systems typically incorporate real-time alerting mechanisms to warn drivers when signs of drowsiness are detected. Alerts can be auditory, visual (e.g., flashing lights or warnings on the dashboard), or haptic (e.g., seat vibrations), aiming to prompt the driver to take corrective action, such as pulling over for a rest or taking a break.

Published Paper   E-Certificate

Udhayakumar M, Sudhakaran R, Nishanth M, Priya V, & Tharun T (April-2024). DRIVER DROWSINESS DETECTION. INTERNATIONAL JOURNAL OF NOVEL RESEARCH AND DEVELOPMENT, 9(4), g191-g196. https://ijnrd.org/papers/IJNRD2404620.pdf

Volume 9 Issue 4, April-2024

Pages : g191-g196

Paper Reg. ID: IJNRD_218954

Published Paper Id: IJNRD2404620

Research Area: Science & Technology

Author Type: Indian Author

Country: Krishnagiri, Tamil Nadu, India

Published Paper PDF: https://ijnrd.org/papers/IJNRD2404620.pdf

Published Paper URL: https://ijnrd.org/viewpaperforall?paper=IJNRD2404620

Journal Name: INTERNATIONAL JOURNAL OF NOVEL RESEARCH AND DEVELOPMENT(IJNRD)

UGC CARE JOURNAL PUBLICATION | ISSN: 2456-4184 | IMPACT FACTOR: 8.76 Calculated By Google Scholar | ESTD YEAR: 2016

An International UGC CARE JOURNAL PUBLICATION, Low Cost, Scholarly Open Access, Peer-Reviewed, Refereed Journal Impact Factor 8.76 Calculate by Google Scholar and Semantic Scholar | AI-Powered Research Tool, Multidisciplinary, Monthly, Multilanguage Journal Indexing in All Major Database & Metadata, Citation Generator

Publisher: IJNRD (IJ Publication) Janvi Wave | IJNRD.ORG | IJNRD.COM | IJPUB.ORG

© 2026 - Authors hold the copyright of this article. This work is licensed under a Creative Commons Attribution 4.0 International License. and The Open Definition. This article is distributed under the terms of the Creative Commons Attribution 4.0 International License (CC BY 4.0). 🛡️ Disclaimer: The content, data, and findings in this article are based on the authors’ research and have been peer-reviewed for academic purposes only. Readers are advised to verify all information before practical or commercial use. The journal and its editorial board are not liable for any errors, losses, or consequences arising from its use.

Call For Paper - Volume 11 | Issue 2 | February 2026

IJNRD is a Scholarly Open Access, Peer-Reviewed, Refereed, and UGC CARE Journal Publication with a High Impact Factor of 8.76 (calculated by Google Scholar & Semantic Scholar | AI-Powered Research Tool). It is a Multidisciplinary, Monthly, Low-Cost, and Transparent Peer Review Journal Publication that adheres to the New UGC CARE Transparent Peer-Reviewed Journal Policy and aligns with Scopus Journal Publication standards to ensure the highest level of research quality and credibility.

IJNRD offers comprehensive Journal Publication Services including indexing in all major databases and metadata repositories, Digital Object Identifier (Crossref DOI) assignment for each published article with additional fees, citation generation tools, and full Open Access visibility to enhance global research reach and citation impact.

The INTERNATIONAL JOURNAL OF NOVEL RESEARCH AND DEVELOPMENT (IJNRD) aims to advance applied, theoretical, and experimental research across diverse academic and professional fields. The journal promotes global knowledge exchange among researchers, developers, academicians, engineers, and practitioners, serving as a trusted platform for innovative, peer-reviewed journal publication and scientific collaboration.

Indexing Coverage: Google Scholar, SSRN, ResearcherID-Publons, Semantic Scholar (AI-Powered Research Tool), Microsoft Academic, Academia.edu, arXiv.org, ResearchGate, CiteSeerX, ResearcherID (Thomson Reuters), Mendeley, DocStoc, ISSUU, Scribd, and many other recognized academic repositories.

Transparent Peer Review Journal Publication: IJNRD operates a strict double-blind peer review system managed by 3000+ expert reviewers, ensuring ethical, unbiased, and high-quality review for every research paper.

For Indian Authors : Get a transparent peer review report from Scholar9.com for just ₹1000. View Sample Report

For Foreign Authors : A detailed peer review report is available through Scholar9.com for $20 USD. View Sample Report

Transparent Peer Review Journal Publication

⭐ Transparent Peer Review | 🕵️‍♂️ Double-Blind | 👨‍🏫 3000+ Expert Reviewers | 🇮🇳 Report for India Author ₹1000 | 🌐 Report for Foreign Author $20 | 📄 Sample Reports on Scholar9.com | 🌍 High Credibility | ⚖️ Ethical & Unbiased Evaluation

How to submit the paper?

By Our website

Click Here to Submit Paper Online

By Mail

Send your paper to editor@ijnrd.org

Recently, the UGC discontinued the UGC-CARE Journal List and introduced new parameters that allow publication in Transparent Peer-Reviewed (Refereed) Journals. IJNRD is Transparent Peer Review Journal Valid As per New UGC Notification.

You can now publish your research paper in IJNRD.ORG. IJNRD is a Transparent Peer-Reviewed Open Access (Refereed Journal), UGC and UGC CARE Approved, Crossref DOI, Multidisciplinary, Impact Factor calculate by Google Scholar. As an International, open-access, and online journal, Publishing with us ensures wider reach, academic credibility, and enhanced recognition for your work.

For more details, refer to the official notice: UGC Public Notice

⭐ Low Cost ₹1570 | 📚 UGC CARE Approved | 🔍 Peer-Reviewed | 🌐 Open Access | 🔗 Crossref DOI & Global Indexing | 📊 Google Scholar Impact Factor | 🧪 Multidisciplinary

Submit Paper Online  Call for Paper  About IJNRD UGC CARE Approval

Important Dates for Current issue

Paper Submission Open For: February 2026

Current Issue: Volume 11 | Issue 2 | February 2026

Impact Factor: 8.76

Last Date for Paper Submission: Till 28-Feb-2026

Notification of Review Result: Transparent peer review process - your paper is evaluated by experts, and you receive acceptance or rejection updates via email and SMS.

Publication of Paper: Once all documents are submitted, your paper is published without delay, and you can instantly download your certificate and confirmation letter online.

Frequency: Monthly (12 issue Annually).

Journal Type: IJNRD is an international open-access journal offering Low Cost Journal Publication, transparent Peer Review Journal Publication, Crossref DOI, and multidisciplinary research visibility under UGC CARE Approved Journal Publication.

Subject Category: Research Area

Approval, Licenses and Indexing: More Details

Call For Paper - Volume 11 | Issue 2 | February 2026

IJNRD.org offers low-cost journal publication starting at ₹1570 with UGC CARE Approved, refereed, peer-reviewed, open-access publishing. This multidisciplinary monthly journal, available in both online and print formats, features a strong Google Scholar-based impact factor of 8.76, Transparent Peer Review, CrossRef DOI, global indexing, fast publication, and complete metadata for maximum research visibility and citation impact across multidisciplinary domains.

Volume 11 | Issue 2 | February 2026 | IJNRD Transparent Peer Review Certificate | Submit Paper Online till 28-Feb-2026

⭐ UGC CARE Approved Refereed Journal | 🔍 Transparent Peer Review | 🌐 Open Access Publishing | 💰 Low-Cost ₹1570 | 🔗 CrossRef DOI & Global Indexing | 📊 Google Scholar Impact Factor 8.76 | 🧪 Multidisciplinary | Online & Print

Submit Paper Online