Cargando…

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...

Descripción completa

Detalles Bibliográficos
Autores principales: Sato, Wataru, Murata, Koichi, Uraoka, Yasuyuki, Shibata, Kazuaki, Yoshikawa, Sakiko, Furuta, Masafumi
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2021
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
_version_ 1783663791956819968
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
work_keys_str_mv AT satowataru emotionalvalencesensingusingawearablefacialemgdevice
AT muratakoichi emotionalvalencesensingusingawearablefacialemgdevice
AT uraokayasuyuki emotionalvalencesensingusingawearablefacialemgdevice
AT shibatakazuaki emotionalvalencesensingusingawearablefacialemgdevice
AT yoshikawasakiko emotionalvalencesensingusingawearablefacialemgdevice
AT furutamasafumi emotionalvalencesensingusingawearablefacialemgdevice