DocumentCode :
3373574
Title :
Cognitive event-related potential waveform latency determination: Based on result of matching pursuit algorithm and Hilbert-Huang transform
Author :
Rondik, Tomas ; Mautner, Pavel
Author_Institution :
Dept. of Comput. Sci. & Eng., Univ. of West Bohemia, Pilsen, Czech Republic
fYear :
2013
fDate :
16-18 Dec. 2013
Firstpage :
208
Lastpage :
213
Abstract :
According to the statistics of car accident causes [11] given by Police of the Czech Republic, about 17.5 % of all car accidents are caused by lack of dedication to driving, including microsleep. A lot of car factories develop systems for fatigue prediction and microsleep detection. These systems are usually based on eye movement tracking or steering wheel movement analysis. But both these methods detect consequences of fatigue. From road safety point of view, it would be useful to be able to detect fatigue itself before it affects dedication to driving. We know there could be a correlation between cognitive event-related potential (ERP) waveform latency and the rate of attention - the longest the latency is, the more tired the measured subject is. This paper deals with determination of latency of a cognitive ERP waveform from outputs of two algorithms we use for its detection and which we have the best experience with.
Keywords :
Hilbert transforms; automotive engineering; bioelectric potentials; cognition; electroencephalography; iterative methods; medical signal processing; road safety; sleep; time-frequency analysis; Hilbert-Huang transform; attention rate; car accident cause statistics; car factories; cognitive ERP waveform latency; cognitive event-related potential waveform latency determination; driving dedication; eye movement tracking; fatigue consequence detection; fatigue detection; fatigue prediction systems; matching pursuit algorithm; microsleep detection systems; road safety; steering wheel movement analysis; Accidents; Approximation algorithms; Educational institutions; Electroencephalography; Fatigue; Matching pursuit algorithms; Transforms; EEG; ERP; HHT; Hilbert-Huang transform; P3; P300; SA; SOM; car accident; cognitive event-related potential; drivers attention; electroencephalography; lack of dedication to driving; matching purusit algorithm; microsleep; self-organizing map; simulated annealing; waveform latency;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Biomedical Engineering and Informatics (BMEI), 2013 6th International Conference on
Conference_Location :
Hangzhou
Print_ISBN :
978-1-4799-2760-9
Type :
conf
DOI :
10.1109/BMEI.2013.6746935
Filename :
6746935
Link To Document :
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