Cargando…
Research on the measurement and characteristics of museum visitors’ emotions under digital technology environment
What kind of emotional experience does the application of digital technology in museums create for museum visitors? Can it be measured accurately and in real-time? What are its characteristics? This paper utilizes EEG signals and the PAD emotional model as research methods to conduct real-time digit...
Autores principales: | , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2023
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10507405/ https://www.ncbi.nlm.nih.gov/pubmed/37731667 http://dx.doi.org/10.3389/fnhum.2023.1251241 |
_version_ | 1785107310282014720 |
---|---|
author | Zhang, Ting Qi, Zipeng Guan, Weiwei Zhang, Cheng Jin, Dingli |
author_facet | Zhang, Ting Qi, Zipeng Guan, Weiwei Zhang, Cheng Jin, Dingli |
author_sort | Zhang, Ting |
collection | PubMed |
description | What kind of emotional experience does the application of digital technology in museums create for museum visitors? Can it be measured accurately and in real-time? What are its characteristics? This paper utilizes EEG signals and the PAD emotional model as research methods to conduct real-time digital measurement of visitors’ emotional experiences at Tianyi Pavilion Museum in Ningbo City, focusing on their physiological and psychological reactions.The results show that: (1) In a quasi-experimental environment, linear SVM, polynomial kernel SVM, and Gaussian kernel SVM can all accurately classify the emotional tendencies of museum visitors with success rate of over 72%. (2) In a quasi-experimental environment, it is feasible and reliable to measure the immediate digital emotional experiences of visitors using EEG signals and the PAD emotion model. Based on this, we can summarize the characteristics of emotional tendencies among different demographic groups of museum visitors. |
format | Online Article Text |
id | pubmed-10507405 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-105074052023-09-20 Research on the measurement and characteristics of museum visitors’ emotions under digital technology environment Zhang, Ting Qi, Zipeng Guan, Weiwei Zhang, Cheng Jin, Dingli Front Hum Neurosci Human Neuroscience What kind of emotional experience does the application of digital technology in museums create for museum visitors? Can it be measured accurately and in real-time? What are its characteristics? This paper utilizes EEG signals and the PAD emotional model as research methods to conduct real-time digital measurement of visitors’ emotional experiences at Tianyi Pavilion Museum in Ningbo City, focusing on their physiological and psychological reactions.The results show that: (1) In a quasi-experimental environment, linear SVM, polynomial kernel SVM, and Gaussian kernel SVM can all accurately classify the emotional tendencies of museum visitors with success rate of over 72%. (2) In a quasi-experimental environment, it is feasible and reliable to measure the immediate digital emotional experiences of visitors using EEG signals and the PAD emotion model. Based on this, we can summarize the characteristics of emotional tendencies among different demographic groups of museum visitors. Frontiers Media S.A. 2023-09-04 /pmc/articles/PMC10507405/ /pubmed/37731667 http://dx.doi.org/10.3389/fnhum.2023.1251241 Text en Copyright © 2023 Zhang, Qi, Guan, Zhang and Jin. https://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) and the copyright owner(s) 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 | Human Neuroscience Zhang, Ting Qi, Zipeng Guan, Weiwei Zhang, Cheng Jin, Dingli Research on the measurement and characteristics of museum visitors’ emotions under digital technology environment |
title | Research on the measurement and characteristics of museum visitors’ emotions under digital technology environment |
title_full | Research on the measurement and characteristics of museum visitors’ emotions under digital technology environment |
title_fullStr | Research on the measurement and characteristics of museum visitors’ emotions under digital technology environment |
title_full_unstemmed | Research on the measurement and characteristics of museum visitors’ emotions under digital technology environment |
title_short | Research on the measurement and characteristics of museum visitors’ emotions under digital technology environment |
title_sort | research on the measurement and characteristics of museum visitors’ emotions under digital technology environment |
topic | Human Neuroscience |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10507405/ https://www.ncbi.nlm.nih.gov/pubmed/37731667 http://dx.doi.org/10.3389/fnhum.2023.1251241 |
work_keys_str_mv | AT zhangting researchonthemeasurementandcharacteristicsofmuseumvisitorsemotionsunderdigitaltechnologyenvironment AT qizipeng researchonthemeasurementandcharacteristicsofmuseumvisitorsemotionsunderdigitaltechnologyenvironment AT guanweiwei researchonthemeasurementandcharacteristicsofmuseumvisitorsemotionsunderdigitaltechnologyenvironment AT zhangcheng researchonthemeasurementandcharacteristicsofmuseumvisitorsemotionsunderdigitaltechnologyenvironment AT jindingli researchonthemeasurementandcharacteristicsofmuseumvisitorsemotionsunderdigitaltechnologyenvironment |