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Integrating Biosignals Measurement in Virtual Reality Environments for Anxiety Detection
This paper proposes a protocol for the acquisition and processing of biophysical signals in virtual reality applications, particularly in phobia therapy experiments. This protocol aims to ensure that the measurement and processing phases are performed effectively, to obtain clean data that can be us...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7763206/ https://www.ncbi.nlm.nih.gov/pubmed/33322014 http://dx.doi.org/10.3390/s20247088 |
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author | Petrescu, Livia Petrescu, Cătălin Mitruț, Oana Moise, Gabriela Moldoveanu, Alin Moldoveanu, Florica Leordeanu, Marius |
author_facet | Petrescu, Livia Petrescu, Cătălin Mitruț, Oana Moise, Gabriela Moldoveanu, Alin Moldoveanu, Florica Leordeanu, Marius |
author_sort | Petrescu, Livia |
collection | PubMed |
description | This paper proposes a protocol for the acquisition and processing of biophysical signals in virtual reality applications, particularly in phobia therapy experiments. This protocol aims to ensure that the measurement and processing phases are performed effectively, to obtain clean data that can be used to estimate the users’ anxiety levels. The protocol has been designed after analyzing the experimental data of seven subjects who have been exposed to heights in a virtual reality environment. The subjects’ level of anxiety has been estimated based on the real-time evaluation of a nonlinear function that has as parameters various features extracted from the biophysical signals. The highest classification accuracy was obtained using a combination of seven heart rate and electrodermal activity features in the time domain and frequency domain. |
format | Online Article Text |
id | pubmed-7763206 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-77632062020-12-27 Integrating Biosignals Measurement in Virtual Reality Environments for Anxiety Detection Petrescu, Livia Petrescu, Cătălin Mitruț, Oana Moise, Gabriela Moldoveanu, Alin Moldoveanu, Florica Leordeanu, Marius Sensors (Basel) Article This paper proposes a protocol for the acquisition and processing of biophysical signals in virtual reality applications, particularly in phobia therapy experiments. This protocol aims to ensure that the measurement and processing phases are performed effectively, to obtain clean data that can be used to estimate the users’ anxiety levels. The protocol has been designed after analyzing the experimental data of seven subjects who have been exposed to heights in a virtual reality environment. The subjects’ level of anxiety has been estimated based on the real-time evaluation of a nonlinear function that has as parameters various features extracted from the biophysical signals. The highest classification accuracy was obtained using a combination of seven heart rate and electrodermal activity features in the time domain and frequency domain. MDPI 2020-12-10 /pmc/articles/PMC7763206/ /pubmed/33322014 http://dx.doi.org/10.3390/s20247088 Text en © 2020 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 (CC BY) license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Petrescu, Livia Petrescu, Cătălin Mitruț, Oana Moise, Gabriela Moldoveanu, Alin Moldoveanu, Florica Leordeanu, Marius Integrating Biosignals Measurement in Virtual Reality Environments for Anxiety Detection |
title | Integrating Biosignals Measurement in Virtual Reality Environments for Anxiety Detection |
title_full | Integrating Biosignals Measurement in Virtual Reality Environments for Anxiety Detection |
title_fullStr | Integrating Biosignals Measurement in Virtual Reality Environments for Anxiety Detection |
title_full_unstemmed | Integrating Biosignals Measurement in Virtual Reality Environments for Anxiety Detection |
title_short | Integrating Biosignals Measurement in Virtual Reality Environments for Anxiety Detection |
title_sort | integrating biosignals measurement in virtual reality environments for anxiety detection |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7763206/ https://www.ncbi.nlm.nih.gov/pubmed/33322014 http://dx.doi.org/10.3390/s20247088 |
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