Cargando…

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...

Descripción completa

Detalles Bibliográficos
Autores principales: Rosas-Cholula, Gerardo, Ramirez-Cortes, Juan Manuel, Alarcon-Aquino, Vicente, Gomez-Gil, Pilar, Rangel-Magdaleno, Jose de Jesus, Reyes-Garcia, Carlos
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Molecular Diversity Preservation International (MDPI) 2013
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
_version_ 1782288988957048832
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
work_keys_str_mv AT rosascholulagerardo gyroscopedrivenmousepointerwithanemotiveegheadsetanddataanalysisbasedonempiricalmodedecomposition
AT ramirezcortesjuanmanuel gyroscopedrivenmousepointerwithanemotiveegheadsetanddataanalysisbasedonempiricalmodedecomposition
AT alarconaquinovicente gyroscopedrivenmousepointerwithanemotiveegheadsetanddataanalysisbasedonempiricalmodedecomposition
AT gomezgilpilar gyroscopedrivenmousepointerwithanemotiveegheadsetanddataanalysisbasedonempiricalmodedecomposition
AT rangelmagdalenojosedejesus gyroscopedrivenmousepointerwithanemotiveegheadsetanddataanalysisbasedonempiricalmodedecomposition
AT reyesgarciacarlos gyroscopedrivenmousepointerwithanemotiveegheadsetanddataanalysisbasedonempiricalmodedecomposition