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A Prototype of EEG System for IoT.

Authors :
Laport F
Dapena A
Castro PM
Vazquez-Araujo FJ
Iglesia D
Source :
International journal of neural systems [Int J Neural Syst] 2020 Jul; Vol. 30 (7), pp. 2050018. Date of Electronic Publication: 2020 May 04.
Publication Year :
2020

Abstract

In this work, we develop open source hardware and software for eye state classification and integrate it with a protocol for the Internet of Things (IoT). We design and build the hardware using a reduced number of components and with a very low-cost. Moreover, we propose a method for the detection of open eyes (oE) and closed eyes (cE) states based on computing a power ratio between different frequency bands of the acquired signal. We compare several real- and complex-valued transformations combined with two decision strategies: a threshold-based method and a linear discriminant analysis. Simulation results show both classifier accuracies and their corresponding system delays.

Details

Language :
English
ISSN :
1793-6462
Volume :
30
Issue :
7
Database :
MEDLINE
Journal :
International journal of neural systems
Publication Type :
Academic Journal
Accession number :
32362151
Full Text :
https://doi.org/10.1142/S0129065720500185