Driver Sleepiness Detection System Based on Eye Movements Variables

المؤلفون المشاركون

Jin, Lisheng
Jiang, Yuying
Qin, Yanguang
Xu, Meijiao
Niu, Qingning
Xian, Huacai

المصدر

Advances in Mechanical Engineering

العدد

المجلد 2013، العدد 2013 (31 ديسمبر/كانون الأول 2013)، ص ص. 1-7، 7ص.

الناشر

Hindawi Publishing Corporation

تاريخ النشر

2013-12-15

دولة النشر

مصر

عدد الصفحات

7

التخصصات الرئيسية

هندسة ميكانيكية

الملخص EN

Driver sleepiness is a hazard state, which can easily lead to traffic accidents.

To detect driver sleepiness in real time, a novel driver sleepiness detection system using support vector machine (SVM) based on eye movements is proposed.

Eye movements data are collected using SmartEye system in a driving simulator experiment.

Characteristic parameters, which include blinking frequency, gaze direction, fixation time, and PERCLOS, are extracted based on the data using a statistical method.

13 sleepiness detection models including 12 specific models and 1 general model are developed based on SVM.

Experimental results demonstrate that eye movements can be used to detect driver sleepiness in real time.

The detecting accuracy of the specific models significantly exceeds the general model (P<0.001), suggesting that individual differences are an important consideration when building detection algorithms for different drivers.

نمط استشهاد جمعية علماء النفس الأمريكية (APA)

Jin, Lisheng& Niu, Qingning& Jiang, Yuying& Xian, Huacai& Qin, Yanguang& Xu, Meijiao. 2013. Driver Sleepiness Detection System Based on Eye Movements Variables. Advances in Mechanical Engineering،Vol. 2013, no. 2013, pp.1-7.
https://search.emarefa.net/detail/BIM-488028

نمط استشهاد الجمعية الأمريكية للغات الحديثة (MLA)

Jin, Lisheng…[et al.]. Driver Sleepiness Detection System Based on Eye Movements Variables. Advances in Mechanical Engineering No. 2013 (2013), pp.1-7.
https://search.emarefa.net/detail/BIM-488028

نمط استشهاد الجمعية الطبية الأمريكية (AMA)

Jin, Lisheng& Niu, Qingning& Jiang, Yuying& Xian, Huacai& Qin, Yanguang& Xu, Meijiao. Driver Sleepiness Detection System Based on Eye Movements Variables. Advances in Mechanical Engineering. 2013. Vol. 2013, no. 2013, pp.1-7.
https://search.emarefa.net/detail/BIM-488028

نوع البيانات

مقالات

لغة النص

الإنجليزية

الملاحظات

Includes bibliographical references

رقم السجل

BIM-488028