DocumentCode :
1660811
Title :
Biosignal based on-road stress monitoring for automotive drivers
Author :
Singh, Rajiv Ranjan ; Conjeti, Sailesh ; Banerjee, Rahul
Author_Institution :
Dept. of Electr. & Electron. Eng., BITS, Pilani, India
fYear :
2012
Firstpage :
1
Lastpage :
5
Abstract :
Design of a bio-signal based wearable driver assist system requires a functional algorithm capable of mapping features extracted from time series data of physiological signals to a known mental / affective state. The paper presents a comprehensive analysis of extraction and signal processing techniques of features from physiological signals. Self Organizing Map based approach was adopted to cluster data into topographically distinct clusters of low, medium and high stress states. Further, Profile Analysis of the observed drivers led to categorization on the basis of the stress susceptibility index. A cumulative sum-based stress metric, capable of detecting over-stress conditions, was developed using Page?s Technique. These techniques will help in identification of stressful situations where the driver is susceptible to temporal loss of concentration and vehicle control. Thereby, appropriate actuation of relaxation procedures in such situations can mitigate mishaps like road accidents.
Keywords :
driver information systems; feature extraction; medical signal detection; medical signal processing; self-organising feature maps; time series; Page technique; automotive drivers; biosignal based on-road stress monitoring; biosignal based wearable driver assist system; cumulative sum-based stress metric; feature extraction; mental affective state; physiological signals; road accidents; self organizing map based approach; signal processing techniques; stress states; stress susceptibility index; time series data; vehicle control; Biomedical monitoring; Feature extraction; Heart rate; Resonant frequency; Stress; Syntactics; Vehicles;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Communications (NCC), 2012 National Conference on
Conference_Location :
Kharagpur
Print_ISBN :
978-1-4673-0815-1
Type :
conf
DOI :
10.1109/NCC.2012.6176845
Filename :
6176845
Link To Document :
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