Cargando…
Real vs. immersive-virtual emotional experience: Analysis of psycho-physiological patterns in a free exploration of an art museum
Virtual reality is a powerful tool in human behaviour research. However, few studies compare its capacity to evoke the same emotional responses as in real scenarios. This study investigates psycho-physiological patterns evoked during the free exploration of an art museum and the museum virtualized t...
Autores principales: | , , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2019
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6793875/ https://www.ncbi.nlm.nih.gov/pubmed/31613927 http://dx.doi.org/10.1371/journal.pone.0223881 |
_version_ | 1783459208747810816 |
---|---|
author | Marín-Morales, Javier Higuera-Trujillo, Juan Luis Greco, Alberto Guixeres, Jaime Llinares, Carmen Gentili, Claudio Scilingo, Enzo Pasquale Alcañiz, Mariano Valenza, Gaetano |
author_facet | Marín-Morales, Javier Higuera-Trujillo, Juan Luis Greco, Alberto Guixeres, Jaime Llinares, Carmen Gentili, Claudio Scilingo, Enzo Pasquale Alcañiz, Mariano Valenza, Gaetano |
author_sort | Marín-Morales, Javier |
collection | PubMed |
description | Virtual reality is a powerful tool in human behaviour research. However, few studies compare its capacity to evoke the same emotional responses as in real scenarios. This study investigates psycho-physiological patterns evoked during the free exploration of an art museum and the museum virtualized through a 3D immersive virtual environment (IVE). An exploratory study involving 60 participants was performed, recording electroencephalographic and electrocardiographic signals using wearable devices. The real vs. virtual psychological comparison was performed using self-assessment emotional response tests, whereas the physiological comparison was performed through Support Vector Machine algorithms, endowed with an effective feature selection procedure for a set of state-of-the-art metrics quantifying cardiovascular and brain linear and nonlinear dynamics. We included an initial calibration phase, using standardized 2D and 360° emotional stimuli, to increase the accuracy of the model. The self-assessments of the physical and virtual museum support the use of IVEs in emotion research. The 2-class (high/low) system accuracy was 71.52% and 77.08% along the arousal and valence dimension, respectively, in the physical museum, and 75.00% and 71.08% in the virtual museum. The previously presented 360° stimuli contributed to increasing the accuracy in the virtual museum. Also, the real vs. virtual classifier accuracy was 95.27%, using only EEG mean phase coherency features, which demonstrates the high involvement of brain synchronization in emotional virtual reality processes. These findings provide an important contribution at a methodological level and to scientific knowledge, which will effectively guide future emotion elicitation and recognition systems using virtual reality. |
format | Online Article Text |
id | pubmed-6793875 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-67938752019-10-25 Real vs. immersive-virtual emotional experience: Analysis of psycho-physiological patterns in a free exploration of an art museum Marín-Morales, Javier Higuera-Trujillo, Juan Luis Greco, Alberto Guixeres, Jaime Llinares, Carmen Gentili, Claudio Scilingo, Enzo Pasquale Alcañiz, Mariano Valenza, Gaetano PLoS One Research Article Virtual reality is a powerful tool in human behaviour research. However, few studies compare its capacity to evoke the same emotional responses as in real scenarios. This study investigates psycho-physiological patterns evoked during the free exploration of an art museum and the museum virtualized through a 3D immersive virtual environment (IVE). An exploratory study involving 60 participants was performed, recording electroencephalographic and electrocardiographic signals using wearable devices. The real vs. virtual psychological comparison was performed using self-assessment emotional response tests, whereas the physiological comparison was performed through Support Vector Machine algorithms, endowed with an effective feature selection procedure for a set of state-of-the-art metrics quantifying cardiovascular and brain linear and nonlinear dynamics. We included an initial calibration phase, using standardized 2D and 360° emotional stimuli, to increase the accuracy of the model. The self-assessments of the physical and virtual museum support the use of IVEs in emotion research. The 2-class (high/low) system accuracy was 71.52% and 77.08% along the arousal and valence dimension, respectively, in the physical museum, and 75.00% and 71.08% in the virtual museum. The previously presented 360° stimuli contributed to increasing the accuracy in the virtual museum. Also, the real vs. virtual classifier accuracy was 95.27%, using only EEG mean phase coherency features, which demonstrates the high involvement of brain synchronization in emotional virtual reality processes. These findings provide an important contribution at a methodological level and to scientific knowledge, which will effectively guide future emotion elicitation and recognition systems using virtual reality. Public Library of Science 2019-10-15 /pmc/articles/PMC6793875/ /pubmed/31613927 http://dx.doi.org/10.1371/journal.pone.0223881 Text en © 2019 Marín-Morales et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Marín-Morales, Javier Higuera-Trujillo, Juan Luis Greco, Alberto Guixeres, Jaime Llinares, Carmen Gentili, Claudio Scilingo, Enzo Pasquale Alcañiz, Mariano Valenza, Gaetano Real vs. immersive-virtual emotional experience: Analysis of psycho-physiological patterns in a free exploration of an art museum |
title | Real vs. immersive-virtual emotional experience: Analysis of psycho-physiological patterns in a free exploration of an art museum |
title_full | Real vs. immersive-virtual emotional experience: Analysis of psycho-physiological patterns in a free exploration of an art museum |
title_fullStr | Real vs. immersive-virtual emotional experience: Analysis of psycho-physiological patterns in a free exploration of an art museum |
title_full_unstemmed | Real vs. immersive-virtual emotional experience: Analysis of psycho-physiological patterns in a free exploration of an art museum |
title_short | Real vs. immersive-virtual emotional experience: Analysis of psycho-physiological patterns in a free exploration of an art museum |
title_sort | real vs. immersive-virtual emotional experience: analysis of psycho-physiological patterns in a free exploration of an art museum |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6793875/ https://www.ncbi.nlm.nih.gov/pubmed/31613927 http://dx.doi.org/10.1371/journal.pone.0223881 |
work_keys_str_mv | AT marinmoralesjavier realvsimmersivevirtualemotionalexperienceanalysisofpsychophysiologicalpatternsinafreeexplorationofanartmuseum AT higueratrujillojuanluis realvsimmersivevirtualemotionalexperienceanalysisofpsychophysiologicalpatternsinafreeexplorationofanartmuseum AT grecoalberto realvsimmersivevirtualemotionalexperienceanalysisofpsychophysiologicalpatternsinafreeexplorationofanartmuseum AT guixeresjaime realvsimmersivevirtualemotionalexperienceanalysisofpsychophysiologicalpatternsinafreeexplorationofanartmuseum AT llinarescarmen realvsimmersivevirtualemotionalexperienceanalysisofpsychophysiologicalpatternsinafreeexplorationofanartmuseum AT gentiliclaudio realvsimmersivevirtualemotionalexperienceanalysisofpsychophysiologicalpatternsinafreeexplorationofanartmuseum AT scilingoenzopasquale realvsimmersivevirtualemotionalexperienceanalysisofpsychophysiologicalpatternsinafreeexplorationofanartmuseum AT alcanizmariano realvsimmersivevirtualemotionalexperienceanalysisofpsychophysiologicalpatternsinafreeexplorationofanartmuseum AT valenzagaetano realvsimmersivevirtualemotionalexperienceanalysisofpsychophysiologicalpatternsinafreeexplorationofanartmuseum |