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Direct Assessment of Alcohol Consumption in Mental State Using Brain Computer Interfaces and Grammatical Evolution

Authors :
Katerina D. Tzimourta
Ioannis Tsoulos
Thanasis Bilero
Alexandros T. Tzallas
Markos G. Tsipouras
Nikolaos Giannakeas
Source :
Inventions, Vol 3, Iss 3, p 51 (2018)
Publication Year :
2018
Publisher :
MDPI AG, 2018.

Abstract

Alcohol consumption affects the function of the brain and long-term excessive alcohol intake can lead to severe brain disorders. Wearable electroencephalogram (EEG) recording devices combined with Brain Computer Interface (BCI) software may serve as a tool for alcohol-related brain wave assessment. In this paper, a method for mental state assessment from alcohol-related EEG recordings is proposed. EEG recordings are acquired with the Emotiv EPOC+, after consumption of three separate doses of alcohol. Data from the four stages (alcohol-free and three levels of doses) are processed using the OpenViBE platform. Spectral and statistical features are calculated, and Grammatical Evolution is employed for discrimination across four classes. Obtained results in terms of accuracy reached high levels (89.95%), which renders the proposed approach suitable for direct assessment of the driver’s mental state for road safety and accident avoidance in a potential in-vehicle smart system.

Details

Language :
English
ISSN :
24115134
Volume :
3
Issue :
3
Database :
Directory of Open Access Journals
Journal :
Inventions
Publication Type :
Academic Journal
Accession number :
edsdoj.4024eed3f88445b893542f4cf0d64067
Document Type :
article
Full Text :
https://doi.org/10.3390/inventions3030051