Driver Cognitive Distraction Detection Using Driving Performance Measures
Joint Authors
Jin, Lisheng
Hou, Haijing
Wang, Yali
Shi, Dongdong
Niu, Qingning
Xian, Huacai
Source
Discrete Dynamics in Nature and Society
Issue
Vol. 2012, Issue 2012 (31 Dec. 2012), pp.1-12, 12 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2012-11-26
Country of Publication
Egypt
No. of Pages
12
Main Subjects
Abstract EN
Driver cognitive distraction is a hazard state, which can easily lead to traffic accidents.
This study focuses on detecting the driver cognitive distraction state based on driving performance measures.
Characteristic parameters could be directly extracted from Controller Area Network-(CAN-)Bus data, without depending on other sensors, which improves real-time and robustness performance.
Three cognitive distraction states (no cognitive distraction, low cognitive distraction, and high cognitive distraction) were defined using different secondary tasks.
NLModel, NHModel, LHModel, and NLHModel were developed using SVMs according to different states.
The developed system shows promising results, which can correctly classify the driver’s states in approximately 74%.
Although the sensitivity for these models is low, it is acceptable because in this situation the driver could control the car sufficiently.
Thus, driving performance measures could be used alone to detect driver cognitive state.
American Psychological Association (APA)
Jin, Lisheng& Niu, Qingning& Hou, Haijing& Xian, Huacai& Wang, Yali& Shi, Dongdong. 2012. Driver Cognitive Distraction Detection Using Driving Performance Measures. Discrete Dynamics in Nature and Society،Vol. 2012, no. 2012, pp.1-12.
https://search.emarefa.net/detail/BIM-471869
Modern Language Association (MLA)
Jin, Lisheng…[et al.]. Driver Cognitive Distraction Detection Using Driving Performance Measures. Discrete Dynamics in Nature and Society No. 2012 (2012), pp.1-12.
https://search.emarefa.net/detail/BIM-471869
American Medical Association (AMA)
Jin, Lisheng& Niu, Qingning& Hou, Haijing& Xian, Huacai& Wang, Yali& Shi, Dongdong. Driver Cognitive Distraction Detection Using Driving Performance Measures. Discrete Dynamics in Nature and Society. 2012. Vol. 2012, no. 2012, pp.1-12.
https://search.emarefa.net/detail/BIM-471869
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-471869