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EEG-based Hypo-vigilance detection using convolutional neural network

Boudaya, Amal and Bouaziz, Bassem and Chaabene, Siwar and Chaari, Lotfi and Ammar, Achraf and Hökelmann, Anita EEG-based Hypo-vigilance detection using convolutional neural network. (2020) In: 18th International Conference Smart Homes and Health Telematics (ICOST 2020), 24 June 2020 - 26 June 2020 (Hammamet, Tunisia).

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Official URL: https://doi.org/10.1007/978-3-030-51517-1_6

Abstract

Hypo-vigilance detection is becoming an important active research areas in the biomedical signal processing field. For this purpose, electroencephalogram (EEG) is one of the most common modalities in drowsiness and awakeness detection. In this context, we propose a new EEG classification method for detecting fatigue state. Our method makes use of a and awakeness detection. In this context, we propose a new EEG classification method for detecting fatigue state. Our method makes use of a Convolutional Neural Network (CNN) architecture. We define an experimental protocol using the Emotiv EPOC+ headset. After that, we evaluate our proposed method on a recorded and annotated dataset. The reported results demonstrate high detection accuracy (93%) and indicate that the proposed method is an efficient alternative for hypo-vigilance detection as compared with other methods.

Item Type:Conference or Workshop Item (Paper)
Additional Information:Thanks to Springer editor. This papers appears in volume 12157 of Lecture Notes in Computer Science ISSN: 0302-9743 ISBN: 978-3-030-51516-4 The original PDF is available at: https://link.springer.com/chapter/10.1007/978-3-030-51517-1_6
HAL Id:hal-02947739
Audience (conference):National conference proceedings
Uncontrolled Keywords:
Institution:French research institutions > Centre National de la Recherche Scientifique - CNRS (FRANCE)
Université de Toulouse > Institut National Polytechnique de Toulouse - Toulouse INP (FRANCE)
Université de Toulouse > Université Toulouse III - Paul Sabatier - UT3 (FRANCE)
Université de Toulouse > Université Toulouse - Jean Jaurès - UT2J (FRANCE)
Université de Toulouse > Université Toulouse 1 Capitole - UT1 (FRANCE)
Other partners > Digital Research Center of Sfax (TUNISIA)
Other partners > Otto Von Guericke Universität Magdeburg - OVGU (GERMANY)
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Deposited On:07 Sep 2020 12:36

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