Emotional valence sensing using a wearable facial EMG device

被引:31
|
作者
Sato, Wataru [1 ,2 ]
Murata, Koichi [3 ]
Uraoka, Yasuyuki [3 ]
Shibata, Kazuaki [4 ]
Yoshikawa, Sakiko [2 ,5 ]
Furuta, Masafumi [3 ]
机构
[1] RIKEN, BZP, Psychol Proc Team, 2-2-2 Hikaridai, Seika, Kyoto 6190288, Japan
[2] Kyoto Univ, Field Sci Educ & Res Ctr, Oiwake Cho, Kitashirakawa, Sakyo 60678502, Japan
[3] Shimadzu Co Ltd, 3-9-4 Hikaridai, Seika, Kyoto 6190237, Japan
[4] PROKIDAI Co Ltd, 3-5 Hikaridai, Seika, Kyoto 6190289, Japan
[5] Kyoto Univ Arts, 2-116 Uryuyama Kitashirakawa, Kyoto, Kyoto 6068271, Japan
基金
日本科学技术振兴机构;
关键词
TRACKING TECHNOLOGIES; NEGATIVE AFFECT; COHERENCE; MECHANISMS; DEPRESSION; EXPERIENCE; BEHAVIOR; STRESS; STATE;
D O I
10.1038/s41598-021-85163-z
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
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.
引用
收藏
页数:11
相关论文
共 50 条
  • [1] Emotional valence sensing using a wearable facial EMG device
    Wataru Sato
    Koichi Murata
    Yasuyuki Uraoka
    Kazuaki Shibata
    Sakiko Yoshikawa
    Masafumi Furuta
    Scientific Reports, 11
  • [2] Facial EMG sensing for monitoring affect using a wearable device
    Gjoreski, Martin
    Kiprijanovska, Ivana
    Stankoski, Simon
    Mavridou, Ifigeneia
    Broulidakis, M. John
    Gjoreski, Hristijan
    Nduka, Charles
    SCIENTIFIC REPORTS, 2022, 12 (01)
  • [3] Facial EMG sensing for monitoring affect using a wearable device
    Martin Gjoreski
    Ivana Kiprijanovska
    Simon Stankoski
    Ifigeneia Mavridou
    M. John Broulidakis
    Hristijan Gjoreski
    Charles Nduka
    Scientific Reports, 12
  • [4] Measurement of distal EMG Signals using a Wearable Device for Reading Facial Expressions
    Gruebler, Anna
    Suzuki, Kenji
    2010 ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY (EMBC), 2010, : 4594 - 4597
  • [5] A Wearable Device for Emotional Recognition Using Facial Expression and Physiological Response
    Kwon, Jangho
    Kim, Da-Hye
    Park, Wanjoo
    Kim, Laehyun
    2016 38TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY (EMBC), 2016, : 5765 - 5768
  • [6] A Wearable Pointing Device Using EMG Signals
    Ogino, Hirotaka
    Arita, Jun
    Tsuji, Toshio
    JOURNAL OF ROBOTICS AND MECHATRONICS, 2005, 17 (02) : 173 - 180
  • [7] Design of a Wearable Device for Reading Positive Expressions from Facial EMG Signals
    Gruebler, Anna
    Suzuki, Kenji
    IEEE TRANSACTIONS ON AFFECTIVE COMPUTING, 2014, 5 (03) : 227 - 237
  • [8] Imagined events with specific emotional valence produce specific patterns of facial EMG activity
    Hu, SQ
    Wan, HW
    PERCEPTUAL AND MOTOR SKILLS, 2003, 97 (03) : 1091 - 1099
  • [9] Machine Learning-Based Interpretable Modeling for Subjective Emotional Dynamics Sensing Using Facial EMG
    Kawamura, Naoya
    Sato, Wataru
    Shimokawa, Koh
    Fujita, Tomohiro
    Kawanishi, Yasutomo
    SENSORS, 2024, 24 (05)
  • [10] FACIAL EMG REACTIONS TO FACIAL EXPRESSIONS - A CASE OF FACIAL EMOTIONAL CONTAGION
    LUNDQVIST, LO
    SCANDINAVIAN JOURNAL OF PSYCHOLOGY, 1995, 36 (02) : 130 - 141