Literature DB >> 33707605

Emotional valence sensing using a wearable facial EMG device.

Wataru Sato1,2, Koichi Murata3, Yasuyuki Uraoka3, Kazuaki Shibata4, Sakiko Yoshikawa5,6, Masafumi Furuta3.   

Abstract

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.

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Year:  2021        PMID: 33707605      PMCID: PMC7952725          DOI: 10.1038/s41598-021-85163-z

Source DB:  PubMed          Journal:  Sci Rep        ISSN: 2045-2322            Impact factor:   4.379


  31 in total

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Journal:  Conf Proc IEEE Eng Med Biol Soc       Date:  2016-08

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3.  Affective reactions to acoustic stimuli.

Authors:  M M Bradley; P J Lang
Journal:  Psychophysiology       Date:  2000-03       Impact factor: 4.016

4.  Testing the effects of suppression and reappraisal on emotional concordance using a multivariate multilevel model.

Authors:  Emily A Butler; James J Gross; Kobus Barnard
Journal:  Biol Psychol       Date:  2013-09-19       Impact factor: 3.251

5.  Genetic risk of depression and stress-induced negative affect in daily life.

Authors:  Marieke Wichers; Inez Myin-Germeys; Nele Jacobs; Frenk Peeters; Gunter Kenis; Catherine Derom; Robert Vlietinck; Philippe Delespaul; Jim Van Os
Journal:  Br J Psychiatry       Date:  2007-09       Impact factor: 9.319

Review 6.  Ambulatory assessment.

Authors:  Timothy J Trull; Ulrich Ebner-Priemer
Journal:  Annu Rev Clin Psychol       Date:  2012-11-13       Impact factor: 18.561

7.  Emotion regulation and emotion coherence: evidence for strategy-specific effects.

Authors:  Elise S Dan-Glauser; James J Gross
Journal:  Emotion       Date:  2013-06-03

8.  Facial EMG responses to emotional expressions are related to emotion perception ability.

Authors:  Janina Künecke; Andrea Hildebrandt; Guillermo Recio; Werner Sommer; Oliver Wilhelm
Journal:  PLoS One       Date:  2014-01-28       Impact factor: 3.240

9.  Continuous Stress Detection Using Wearable Sensors in Real Life: Algorithmic Programming Contest Case Study.

Authors:  Yekta Said Can; Niaz Chalabianloo; Deniz Ekiz; Cem Ersoy
Journal:  Sensors (Basel)       Date:  2019-04-18       Impact factor: 3.576

10.  A Wearable High-Resolution Facial Electromyography for Long Term Recordings in Freely Behaving Humans.

Authors:  Lilah Inzelberg; David Rand; Stanislav Steinberg; Moshe David-Pur; Yael Hanein
Journal:  Sci Rep       Date:  2018-02-01       Impact factor: 4.379

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  3 in total

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Journal:  Front Neurosci       Date:  2022-07-19       Impact factor: 5.152

2.  Exploration of Emotion Dynamics Sensing Using Trapezius EMG and Fingertip Temperature.

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Journal:  Sensors (Basel)       Date:  2022-08-30       Impact factor: 3.847

3.  Facial EMG sensing for monitoring affect using a wearable device.

Authors:  Martin Gjoreski; Ivana Kiprijanovska; Simon Stankoski; Ifigeneia Mavridou; M John Broulidakis; Hristijan Gjoreski; Charles Nduka
Journal:  Sci Rep       Date:  2022-10-07       Impact factor: 4.996

  3 in total

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