Cargando…
Scenario Screen: A Dynamic and Context Dependent P300 Stimulator Screen Aimed at Wheelchair Navigation Control
P300 spellers have been widely modified to implement nonspelling tasks. In this work, we propose a “scenario” stimulation screen that is a P300 speller variation to command a wheelchair. Our approach utilized a stimulation screen with an image background (scenario snapshot for a wheelchair) and stim...
Autores principales: | , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi
2018
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5832133/ https://www.ncbi.nlm.nih.gov/pubmed/29666663 http://dx.doi.org/10.1155/2018/7108906 |
_version_ | 1783303268002168832 |
---|---|
author | Piña-Ramirez, Omar Valdes-Cristerna, Raquel Yanez-Suarez, Oscar |
author_facet | Piña-Ramirez, Omar Valdes-Cristerna, Raquel Yanez-Suarez, Oscar |
author_sort | Piña-Ramirez, Omar |
collection | PubMed |
description | P300 spellers have been widely modified to implement nonspelling tasks. In this work, we propose a “scenario” stimulation screen that is a P300 speller variation to command a wheelchair. Our approach utilized a stimulation screen with an image background (scenario snapshot for a wheelchair) and stimulation markers arranged asymmetrically over relevant landmarks, such as suitable paths, doors, windows, and wall signs. Other scenario stimulation screen features were green/blue stimulation marker color scheme, variable Interstimulus Interval, single marker stimulus mode, and optimized stimulus sequence generator. Eighteen able-bodied subjects participated in the experiment; 78% had no experience in BCI usage. A waveform feature analysis and a Mann–Whitney U test performed over the pairs of target and nontarget coherent averages confirmed that 94% of the subjects elicit P300 (p < .005) on this modified stimulator. Least Absolute Shrinkage and Selection Operator optimization and Linear Discriminant Analysis were utilized for the automatic detection of P300. For evaluation with unseen data, target detection was computed (median sensitivity = 1.00 (0.78–1.00)), together with nontarget discrimination (median specificity = 1.00 (0.98–1.00)). The scenario screen adequately elicits P300 and seems suitable for commanding a wheelchair even when users have no previous experience on the BCI spelling task. |
format | Online Article Text |
id | pubmed-5832133 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | Hindawi |
record_format | MEDLINE/PubMed |
spelling | pubmed-58321332018-04-17 Scenario Screen: A Dynamic and Context Dependent P300 Stimulator Screen Aimed at Wheelchair Navigation Control Piña-Ramirez, Omar Valdes-Cristerna, Raquel Yanez-Suarez, Oscar Comput Math Methods Med Research Article P300 spellers have been widely modified to implement nonspelling tasks. In this work, we propose a “scenario” stimulation screen that is a P300 speller variation to command a wheelchair. Our approach utilized a stimulation screen with an image background (scenario snapshot for a wheelchair) and stimulation markers arranged asymmetrically over relevant landmarks, such as suitable paths, doors, windows, and wall signs. Other scenario stimulation screen features were green/blue stimulation marker color scheme, variable Interstimulus Interval, single marker stimulus mode, and optimized stimulus sequence generator. Eighteen able-bodied subjects participated in the experiment; 78% had no experience in BCI usage. A waveform feature analysis and a Mann–Whitney U test performed over the pairs of target and nontarget coherent averages confirmed that 94% of the subjects elicit P300 (p < .005) on this modified stimulator. Least Absolute Shrinkage and Selection Operator optimization and Linear Discriminant Analysis were utilized for the automatic detection of P300. For evaluation with unseen data, target detection was computed (median sensitivity = 1.00 (0.78–1.00)), together with nontarget discrimination (median specificity = 1.00 (0.98–1.00)). The scenario screen adequately elicits P300 and seems suitable for commanding a wheelchair even when users have no previous experience on the BCI spelling task. Hindawi 2018-02-14 /pmc/articles/PMC5832133/ /pubmed/29666663 http://dx.doi.org/10.1155/2018/7108906 Text en Copyright © 2018 Omar Piña-Ramirez et al. https://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Article Piña-Ramirez, Omar Valdes-Cristerna, Raquel Yanez-Suarez, Oscar Scenario Screen: A Dynamic and Context Dependent P300 Stimulator Screen Aimed at Wheelchair Navigation Control |
title | Scenario Screen: A Dynamic and Context Dependent P300 Stimulator Screen Aimed at Wheelchair Navigation Control |
title_full | Scenario Screen: A Dynamic and Context Dependent P300 Stimulator Screen Aimed at Wheelchair Navigation Control |
title_fullStr | Scenario Screen: A Dynamic and Context Dependent P300 Stimulator Screen Aimed at Wheelchair Navigation Control |
title_full_unstemmed | Scenario Screen: A Dynamic and Context Dependent P300 Stimulator Screen Aimed at Wheelchair Navigation Control |
title_short | Scenario Screen: A Dynamic and Context Dependent P300 Stimulator Screen Aimed at Wheelchair Navigation Control |
title_sort | scenario screen: a dynamic and context dependent p300 stimulator screen aimed at wheelchair navigation control |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5832133/ https://www.ncbi.nlm.nih.gov/pubmed/29666663 http://dx.doi.org/10.1155/2018/7108906 |
work_keys_str_mv | AT pinaramirezomar scenarioscreenadynamicandcontextdependentp300stimulatorscreenaimedatwheelchairnavigationcontrol AT valdescristernaraquel scenarioscreenadynamicandcontextdependentp300stimulatorscreenaimedatwheelchairnavigationcontrol AT yanezsuarezoscar scenarioscreenadynamicandcontextdependentp300stimulatorscreenaimedatwheelchairnavigationcontrol |