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Authors: Roman Mouček ; Lukáš Hnojský ; Lukáš Vařeka ; Tomáš Prokop and Petr Brůha

Affiliation: University of West Bohemia and Faculty of Applied Sciences, Czech Republic

Keyword(s): Neuroinformatics, Brain Activity, Electroencephalography, Event Related Potentials, Respiration Rate, Driver's Attention, Simulated Drive, Data Validation, Deep Learning, Stacked Autoencoder.

Related Ontology Subjects/Areas/Topics: Biomedical Engineering ; Biomedical Signal Processing ; Cognitive Informatics ; Devices ; Health Information Systems ; Human-Computer Interaction ; Pattern Recognition and Machine Learning ; Physiological Computing Systems ; Physiological Modeling ; Wearable Sensors and Systems

Abstract: Attention of drivers is very important for road safety and it is worth observing even in laboratory conditions during a simulated drive. This paper deals with design of an experiment investigating driver’s attention, validation of collected data, and first preprocessing and processing steps used within data analysis. Brain activity is considered as a primary biosignal and is measured and analyzed using the techniques and methods of electroencephalography and event related potentials. Respiration is considered as a secondary biosignal that is captured together with brain activity. Validation of collected data using a stacked autoencoder is emphasized as an important step preceding data analysis.

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Paper citation in several formats:
Mouček, R.; Hnojský, L.; Vařeka, L.; Prokop, T. and Brůha, P. (2017). Experimental Design and Collection of Brain and Respiratory Data for Detection of Driver's Attention. In Proceedings of the 10th International Joint Conference on Biomedical Engineering Systems and Technologies - HEALTHINF, (BIOSTEC 2017) ISBN 978-989-758-213-4; ISSN 2184-4305, pages 441-450. DOI: 10.5220/0006249504410450

@conference{healthinf17,
author={Roman Mouček. and Lukáš Hnojský. and Lukáš Va\v{r}eka. and Tomáš Prokop. and Petr Brůha.},
title={Experimental Design and Collection of Brain and Respiratory Data for Detection of Driver's Attention},
booktitle={Proceedings of the 10th International Joint Conference on Biomedical Engineering Systems and Technologies - HEALTHINF, (BIOSTEC 2017)},
year={2017},
pages={441-450},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0006249504410450},
isbn={978-989-758-213-4},
issn={2184-4305},
}

TY - CONF

JO - Proceedings of the 10th International Joint Conference on Biomedical Engineering Systems and Technologies - HEALTHINF, (BIOSTEC 2017)
TI - Experimental Design and Collection of Brain and Respiratory Data for Detection of Driver's Attention
SN - 978-989-758-213-4
IS - 2184-4305
AU - Mouček, R.
AU - Hnojský, L.
AU - Vařeka, L.
AU - Prokop, T.
AU - Brůha, P.
PY - 2017
SP - 441
EP - 450
DO - 10.5220/0006249504410450

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