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A Prototype of EEG System for IoT.
- 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