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Emotional valence sensing using a wearable facial EMG device
Emotion sensing using physiological signals in real-life situations can be practically valuable. Previous studies have developed wearable devices that record autonomic nervous system activity, which reflects emotional arousal. However, no study determined whether emotional valence can be assessed us...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7952725/ https://www.ncbi.nlm.nih.gov/pubmed/33707605 http://dx.doi.org/10.1038/s41598-021-85163-z |
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author | Sato, Wataru Murata, Koichi Uraoka, Yasuyuki Shibata, Kazuaki Yoshikawa, Sakiko Furuta, Masafumi |
author_facet | Sato, Wataru Murata, Koichi Uraoka, Yasuyuki Shibata, Kazuaki Yoshikawa, Sakiko Furuta, Masafumi |
author_sort | Sato, Wataru |
collection | PubMed |
description | Emotion sensing using physiological signals in real-life situations can be practically valuable. Previous studies have developed wearable devices that record autonomic nervous system activity, which reflects emotional arousal. However, no study determined whether emotional valence can be assessed using wearable devices. To this end, we developed a wearable device to record facial electromyography (EMG) from the corrugator supercilii (CS) and zygomatic major (ZM) muscles. To validate the device, in Experiment 1, we used a traditional wired device and our wearable device, to record participants’ facial EMG while they were viewing emotional films. Participants viewed the films again and continuously rated their recalled subjective valence during the first viewing. The facial EMG signals recorded using both wired and wearable devices showed that CS and ZM activities were, respectively, negatively and positively correlated with continuous valence ratings. In Experiment 2, we used the wearable device to record participants’ facial EMG while they were playing Wii Bowling games and assessed their cued-recall continuous valence ratings. CS and ZM activities were correlated negatively and positively, respectively, with continuous valence ratings. These data suggest the possibility that facial EMG signals recorded by a wearable device can be used to assess subjective emotional valence in future naturalistic studies. |
format | Online Article Text |
id | pubmed-7952725 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-79527252021-03-15 Emotional valence sensing using a wearable facial EMG device Sato, Wataru Murata, Koichi Uraoka, Yasuyuki Shibata, Kazuaki Yoshikawa, Sakiko Furuta, Masafumi Sci Rep Article Emotion sensing using physiological signals in real-life situations can be practically valuable. Previous studies have developed wearable devices that record autonomic nervous system activity, which reflects emotional arousal. However, no study determined whether emotional valence can be assessed using wearable devices. To this end, we developed a wearable device to record facial electromyography (EMG) from the corrugator supercilii (CS) and zygomatic major (ZM) muscles. To validate the device, in Experiment 1, we used a traditional wired device and our wearable device, to record participants’ facial EMG while they were viewing emotional films. Participants viewed the films again and continuously rated their recalled subjective valence during the first viewing. The facial EMG signals recorded using both wired and wearable devices showed that CS and ZM activities were, respectively, negatively and positively correlated with continuous valence ratings. In Experiment 2, we used the wearable device to record participants’ facial EMG while they were playing Wii Bowling games and assessed their cued-recall continuous valence ratings. CS and ZM activities were correlated negatively and positively, respectively, with continuous valence ratings. These data suggest the possibility that facial EMG signals recorded by a wearable device can be used to assess subjective emotional valence in future naturalistic studies. Nature Publishing Group UK 2021-03-11 /pmc/articles/PMC7952725/ /pubmed/33707605 http://dx.doi.org/10.1038/s41598-021-85163-z Text en © The Author(s) 2021 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/. |
spellingShingle | Article Sato, Wataru Murata, Koichi Uraoka, Yasuyuki Shibata, Kazuaki Yoshikawa, Sakiko Furuta, Masafumi Emotional valence sensing using a wearable facial EMG device |
title | Emotional valence sensing using a wearable facial EMG device |
title_full | Emotional valence sensing using a wearable facial EMG device |
title_fullStr | Emotional valence sensing using a wearable facial EMG device |
title_full_unstemmed | Emotional valence sensing using a wearable facial EMG device |
title_short | Emotional valence sensing using a wearable facial EMG device |
title_sort | emotional valence sensing using a wearable facial emg device |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7952725/ https://www.ncbi.nlm.nih.gov/pubmed/33707605 http://dx.doi.org/10.1038/s41598-021-85163-z |
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