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Gyroscope-Driven Mouse Pointer with an EMOTIV(®) EEG Headset and Data Analysis Based on Empirical Mode Decomposition
This paper presents a project on the development of a cursor control emulating the typical operations of a computer-mouse, using gyroscope and eye-blinking electromyographic signals which are obtained through a commercial 16-electrode wireless headset, recently released by Emotiv. The cursor positio...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Molecular Diversity Preservation International (MDPI)
2013
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3812618/ https://www.ncbi.nlm.nih.gov/pubmed/23948873 http://dx.doi.org/10.3390/s130810561 |
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author | Rosas-Cholula, Gerardo Ramirez-Cortes, Juan Manuel Alarcon-Aquino, Vicente Gomez-Gil, Pilar Rangel-Magdaleno, Jose de Jesus Reyes-Garcia, Carlos |
author_facet | Rosas-Cholula, Gerardo Ramirez-Cortes, Juan Manuel Alarcon-Aquino, Vicente Gomez-Gil, Pilar Rangel-Magdaleno, Jose de Jesus Reyes-Garcia, Carlos |
author_sort | Rosas-Cholula, Gerardo |
collection | PubMed |
description | This paper presents a project on the development of a cursor control emulating the typical operations of a computer-mouse, using gyroscope and eye-blinking electromyographic signals which are obtained through a commercial 16-electrode wireless headset, recently released by Emotiv. The cursor position is controlled using information from a gyroscope included in the headset. The clicks are generated through the user's blinking with an adequate detection procedure based on the spectral-like technique called Empirical Mode Decomposition (EMD). EMD is proposed as a simple and quick computational tool, yet effective, aimed to artifact reduction from head movements as well as a method to detect blinking signals for mouse control. Kalman filter is used as state estimator for mouse position control and jitter removal. The detection rate obtained in average was 94.9%. Experimental setup and some obtained results are presented. |
format | Online Article Text |
id | pubmed-3812618 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2013 |
publisher | Molecular Diversity Preservation International (MDPI) |
record_format | MEDLINE/PubMed |
spelling | pubmed-38126182013-10-30 Gyroscope-Driven Mouse Pointer with an EMOTIV(®) EEG Headset and Data Analysis Based on Empirical Mode Decomposition Rosas-Cholula, Gerardo Ramirez-Cortes, Juan Manuel Alarcon-Aquino, Vicente Gomez-Gil, Pilar Rangel-Magdaleno, Jose de Jesus Reyes-Garcia, Carlos Sensors (Basel) Article This paper presents a project on the development of a cursor control emulating the typical operations of a computer-mouse, using gyroscope and eye-blinking electromyographic signals which are obtained through a commercial 16-electrode wireless headset, recently released by Emotiv. The cursor position is controlled using information from a gyroscope included in the headset. The clicks are generated through the user's blinking with an adequate detection procedure based on the spectral-like technique called Empirical Mode Decomposition (EMD). EMD is proposed as a simple and quick computational tool, yet effective, aimed to artifact reduction from head movements as well as a method to detect blinking signals for mouse control. Kalman filter is used as state estimator for mouse position control and jitter removal. The detection rate obtained in average was 94.9%. Experimental setup and some obtained results are presented. Molecular Diversity Preservation International (MDPI) 2013-08-14 /pmc/articles/PMC3812618/ /pubmed/23948873 http://dx.doi.org/10.3390/s130810561 Text en © 2013 by the authors; licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution license (http://creativecommons.org/licenses/by/3.0/). |
spellingShingle | Article Rosas-Cholula, Gerardo Ramirez-Cortes, Juan Manuel Alarcon-Aquino, Vicente Gomez-Gil, Pilar Rangel-Magdaleno, Jose de Jesus Reyes-Garcia, Carlos Gyroscope-Driven Mouse Pointer with an EMOTIV(®) EEG Headset and Data Analysis Based on Empirical Mode Decomposition |
title | Gyroscope-Driven Mouse Pointer with an EMOTIV(®) EEG Headset and Data Analysis Based on Empirical Mode Decomposition |
title_full | Gyroscope-Driven Mouse Pointer with an EMOTIV(®) EEG Headset and Data Analysis Based on Empirical Mode Decomposition |
title_fullStr | Gyroscope-Driven Mouse Pointer with an EMOTIV(®) EEG Headset and Data Analysis Based on Empirical Mode Decomposition |
title_full_unstemmed | Gyroscope-Driven Mouse Pointer with an EMOTIV(®) EEG Headset and Data Analysis Based on Empirical Mode Decomposition |
title_short | Gyroscope-Driven Mouse Pointer with an EMOTIV(®) EEG Headset and Data Analysis Based on Empirical Mode Decomposition |
title_sort | gyroscope-driven mouse pointer with an emotiv(®) eeg headset and data analysis based on empirical mode decomposition |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3812618/ https://www.ncbi.nlm.nih.gov/pubmed/23948873 http://dx.doi.org/10.3390/s130810561 |
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