Command of a 2-D cursor through EEG signals
The design and implementation of a controlinterface by EEG signals which command allows horizontal,vertical movements of a cursor and clicking on 2-D is presented.The interface allows the acquisition, filtering, artifact removaland extraction of characteristics from the discrete wavelettransform. Th...
- Autores:
- Tipo de recurso:
- Fecha de publicación:
- 2019
- Institución:
- Universidad Católica de Pereira
- Repositorio:
- Repositorio Institucional - RIBUC
- Idioma:
- spa
- OAI Identifier:
- oai:repositorio.ucp.edu.co:10785/9801
- Acceso en línea:
- https://revistas.ucp.edu.co/index.php/entrecienciaeingenieria/article/view/584
http://hdl.handle.net/10785/9801
- Palabra clave:
- Rights
- openAccess
- License
- Derechos de autor 2019 Entre Ciencia e Ingeniería
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Command of a 2-D cursor through EEG signalsComando de un cursor en 2-D mediante señales EEGThe design and implementation of a controlinterface by EEG signals which command allows horizontal,vertical movements of a cursor and clicking on 2-D is presented.The interface allows the acquisition, filtering, artifact removaland extraction of characteristics from the discrete wavelettransform. The search feature focuses on time domain parameters (P300) and the frequency domain (Beta Mu)depending on whether it is a visual stimulus or imaginationof movement, respectively. For identification, two stages ofclassification based on artificial neural networks are used,through which a 78.57% overall performance for horizontalmovement, 52.38% for the vertical movement and click 100%was obtained.Se presenta el diseño e implementación de una interfaz de control mediante señales EEG que permite el comando de los movimientos horizontales, verticales y clic de un cursor en 2-D. La interfaz permite la adquisición, filtrado, remoción de artefactos y extracción de características a partir de la transformada wavelet discreta. La búsqueda de características se centra en parámetros del dominio del tiempo (P300) y en el dominio de la frecuencia (Beta y Mu) dependiendo si se trata de un estímulo visual o de la imaginación de movimiento, respectivamente. Para la identificación, se usaron dos etapas de clasificación basadas en redes neuronales artificiales, a través de las cuales se obtuvo un desempeño global del 78.57% para el movimiento horizontal, 52.38% para el movimiento vertical y 100% para clic.Universidad Católica de Pereira2022-06-01T19:08:34Z2022-06-01T19:08:34Z2019-07-18Artículo de revistahttp://purl.org/coar/resource_type/c_6501http://purl.org/coar/version/c_970fb48d4fbd8a85info:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersionhttp://purl.org/coar/resource_type/c_2df8fbb1application/pdfhttps://revistas.ucp.edu.co/index.php/entrecienciaeingenieria/article/view/584http://hdl.handle.net/10785/9801Entre ciencia e ingeniería; Vol 8 No 15 (2014); 24-31Entre Ciencia e Ingeniería; Vol. 8 Núm. 15 (2014); 24-31Entre ciencia e ingeniería; v. 8 n. 15 (2014); 24-312539-41691909-8367spahttps://revistas.ucp.edu.co/index.php/entrecienciaeingenieria/article/view/584/597Derechos de autor 2019 Entre Ciencia e Ingenieríahttps://creativecommons.org/licenses/by-nc/4.0/deed.es_EShttps://creativecommons.org/licenses/by-nc/4.0/deed.es_ESinfo:eu-repo/semantics/openAccesshttp://purl.org/coar/access_right/c_abf2Correa, Humberto L.Nope Rodríguez, Sandra E.Barrera, Luis C.oai:repositorio.ucp.edu.co:10785/98012025-01-28T00:00:54Z |
| dc.title.none.fl_str_mv |
Command of a 2-D cursor through EEG signals Comando de un cursor en 2-D mediante señales EEG |
| title |
Command of a 2-D cursor through EEG signals |
| spellingShingle |
Command of a 2-D cursor through EEG signals |
| title_short |
Command of a 2-D cursor through EEG signals |
| title_full |
Command of a 2-D cursor through EEG signals |
| title_fullStr |
Command of a 2-D cursor through EEG signals |
| title_full_unstemmed |
Command of a 2-D cursor through EEG signals |
| title_sort |
Command of a 2-D cursor through EEG signals |
| description |
The design and implementation of a controlinterface by EEG signals which command allows horizontal,vertical movements of a cursor and clicking on 2-D is presented.The interface allows the acquisition, filtering, artifact removaland extraction of characteristics from the discrete wavelettransform. The search feature focuses on time domain parameters (P300) and the frequency domain (Beta Mu)depending on whether it is a visual stimulus or imaginationof movement, respectively. For identification, two stages ofclassification based on artificial neural networks are used,through which a 78.57% overall performance for horizontalmovement, 52.38% for the vertical movement and click 100%was obtained. |
| publishDate |
2019 |
| dc.date.none.fl_str_mv |
2019-07-18 2022-06-01T19:08:34Z 2022-06-01T19:08:34Z |
| dc.type.none.fl_str_mv |
Artículo de revista http://purl.org/coar/resource_type/c_6501 http://purl.org/coar/version/c_970fb48d4fbd8a85 info:eu-repo/semantics/article info:eu-repo/semantics/publishedVersion |
| dc.type.coar.fl_str_mv |
http://purl.org/coar/resource_type/c_2df8fbb1 |
| status_str |
publishedVersion |
| dc.identifier.none.fl_str_mv |
https://revistas.ucp.edu.co/index.php/entrecienciaeingenieria/article/view/584 http://hdl.handle.net/10785/9801 |
| url |
https://revistas.ucp.edu.co/index.php/entrecienciaeingenieria/article/view/584 http://hdl.handle.net/10785/9801 |
| dc.language.none.fl_str_mv |
spa |
| language |
spa |
| dc.relation.none.fl_str_mv |
https://revistas.ucp.edu.co/index.php/entrecienciaeingenieria/article/view/584/597 |
| dc.rights.none.fl_str_mv |
Derechos de autor 2019 Entre Ciencia e Ingeniería https://creativecommons.org/licenses/by-nc/4.0/deed.es_ES https://creativecommons.org/licenses/by-nc/4.0/deed.es_ES info:eu-repo/semantics/openAccess http://purl.org/coar/access_right/c_abf2 |
| rights_invalid_str_mv |
Derechos de autor 2019 Entre Ciencia e Ingeniería https://creativecommons.org/licenses/by-nc/4.0/deed.es_ES http://purl.org/coar/access_right/c_abf2 |
| eu_rights_str_mv |
openAccess |
| dc.format.none.fl_str_mv |
application/pdf |
| dc.publisher.none.fl_str_mv |
Universidad Católica de Pereira |
| publisher.none.fl_str_mv |
Universidad Católica de Pereira |
| dc.source.none.fl_str_mv |
Entre ciencia e ingeniería; Vol 8 No 15 (2014); 24-31 Entre Ciencia e Ingeniería; Vol. 8 Núm. 15 (2014); 24-31 Entre ciencia e ingeniería; v. 8 n. 15 (2014); 24-31 2539-4169 1909-8367 |
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Universidad Católica de Pereira |
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1844494751582126080 |