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
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