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Deployment of Mobile EEG Technology in an Art Museum Setting: Evaluation of Signal Quality and Usability

Electroencephalography (EEG) has emerged as a powerful tool for quantitatively studying the brain that enables natural and mobile experiments. Recent advances in EEG have allowed for the use of dry electrodes that do not require a conductive medium between the recording electrode and the scalp. The...

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Autores principales: Cruz-Garza, Jesus G., Brantley, Justin A., Nakagome, Sho, Kontson, Kimberly, Megjhani, Murad, Robleto, Dario, Contreras-Vidal, Jose L.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5686057/
https://www.ncbi.nlm.nih.gov/pubmed/29176943
http://dx.doi.org/10.3389/fnhum.2017.00527
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author Cruz-Garza, Jesus G.
Brantley, Justin A.
Nakagome, Sho
Kontson, Kimberly
Megjhani, Murad
Robleto, Dario
Contreras-Vidal, Jose L.
author_facet Cruz-Garza, Jesus G.
Brantley, Justin A.
Nakagome, Sho
Kontson, Kimberly
Megjhani, Murad
Robleto, Dario
Contreras-Vidal, Jose L.
author_sort Cruz-Garza, Jesus G.
collection PubMed
description Electroencephalography (EEG) has emerged as a powerful tool for quantitatively studying the brain that enables natural and mobile experiments. Recent advances in EEG have allowed for the use of dry electrodes that do not require a conductive medium between the recording electrode and the scalp. The overall goal of this research was to gain an understanding of the overall usability and signal quality of dry EEG headsets compared to traditional gel-based systems in an unconstrained environment. EEG was used to collect Mobile Brain-body Imaging (MoBI) data from 432 people as they experienced an art exhibit in a public museum. The subjects were instrumented with either one of four dry electrode EEG systems or a conventional gel electrode EEG system. Each of the systems was evaluated based on the signal quality and usability in a real-world setting. First, we describe the various artifacts that were characteristic of each of the systems. Second, we report on each system's usability and their limitations in a mobile setting. Third, to evaluate signal quality for task discrimination and characterization, we employed a data driven clustering approach on the data from 134 of the 432 subjects (those with reliable location tracking information and usable EEG data) to evaluate the power spectral density (PSD) content of the EEG recordings. The experiment consisted of a baseline condition in which the subjects sat quietly facing a white wall for 1 min. Subsequently, the participants were encouraged to explore the exhibit for as long as they wished (piece-viewing). No constraints were placed upon the individual in relation to action, time, or navigation of the exhibit. In this freely-behaving approach, the EEG systems varied in their capacity to record characteristic modulations in the EEG data, with the gel-based system more clearly capturing stereotypical alpha and beta-band modulations.
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spelling pubmed-56860572017-11-24 Deployment of Mobile EEG Technology in an Art Museum Setting: Evaluation of Signal Quality and Usability Cruz-Garza, Jesus G. Brantley, Justin A. Nakagome, Sho Kontson, Kimberly Megjhani, Murad Robleto, Dario Contreras-Vidal, Jose L. Front Hum Neurosci Neuroscience Electroencephalography (EEG) has emerged as a powerful tool for quantitatively studying the brain that enables natural and mobile experiments. Recent advances in EEG have allowed for the use of dry electrodes that do not require a conductive medium between the recording electrode and the scalp. The overall goal of this research was to gain an understanding of the overall usability and signal quality of dry EEG headsets compared to traditional gel-based systems in an unconstrained environment. EEG was used to collect Mobile Brain-body Imaging (MoBI) data from 432 people as they experienced an art exhibit in a public museum. The subjects were instrumented with either one of four dry electrode EEG systems or a conventional gel electrode EEG system. Each of the systems was evaluated based on the signal quality and usability in a real-world setting. First, we describe the various artifacts that were characteristic of each of the systems. Second, we report on each system's usability and their limitations in a mobile setting. Third, to evaluate signal quality for task discrimination and characterization, we employed a data driven clustering approach on the data from 134 of the 432 subjects (those with reliable location tracking information and usable EEG data) to evaluate the power spectral density (PSD) content of the EEG recordings. The experiment consisted of a baseline condition in which the subjects sat quietly facing a white wall for 1 min. Subsequently, the participants were encouraged to explore the exhibit for as long as they wished (piece-viewing). No constraints were placed upon the individual in relation to action, time, or navigation of the exhibit. In this freely-behaving approach, the EEG systems varied in their capacity to record characteristic modulations in the EEG data, with the gel-based system more clearly capturing stereotypical alpha and beta-band modulations. Frontiers Media S.A. 2017-11-10 /pmc/articles/PMC5686057/ /pubmed/29176943 http://dx.doi.org/10.3389/fnhum.2017.00527 Text en Copyright © 2017 Cruz-Garza, Brantley, Nakagome, Kontson, Megjhani, Robleto and Contreras-Vidal. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Neuroscience
Cruz-Garza, Jesus G.
Brantley, Justin A.
Nakagome, Sho
Kontson, Kimberly
Megjhani, Murad
Robleto, Dario
Contreras-Vidal, Jose L.
Deployment of Mobile EEG Technology in an Art Museum Setting: Evaluation of Signal Quality and Usability
title Deployment of Mobile EEG Technology in an Art Museum Setting: Evaluation of Signal Quality and Usability
title_full Deployment of Mobile EEG Technology in an Art Museum Setting: Evaluation of Signal Quality and Usability
title_fullStr Deployment of Mobile EEG Technology in an Art Museum Setting: Evaluation of Signal Quality and Usability
title_full_unstemmed Deployment of Mobile EEG Technology in an Art Museum Setting: Evaluation of Signal Quality and Usability
title_short Deployment of Mobile EEG Technology in an Art Museum Setting: Evaluation of Signal Quality and Usability
title_sort deployment of mobile eeg technology in an art museum setting: evaluation of signal quality and usability
topic Neuroscience
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5686057/
https://www.ncbi.nlm.nih.gov/pubmed/29176943
http://dx.doi.org/10.3389/fnhum.2017.00527
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