基于生物特征信号的二维模型对办公人员情绪类型的估计

IF 0.4 Q4 ENGINEERING, INDUSTRIAL
J. Hayano, Tetsuya Tanabiki, Shinichiro Iwata, Katsumi Abe, E. Yuda
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引用次数: 1

摘要

开发了一个从可穿戴监测系统获得的生物信号中估计情绪类型的模型。研究人员使用手环式可穿戴传感器,对11名上班族进行了为期911天的脉搏率、脉搏变异性(PRV)、皮肤温度、身体运动和谈话时间的连续监测,记录了他们在工作时间内共470次强烈有意识的情绪事件(快乐、放松、悲伤和愤怒)。当四种情绪类型在由效价轴和唤醒轴组成的二维平面上发展时,效价轴由高频PRV振幅变异系数和皮肤温度变异系数组成,效价轴由高频PRV呼吸峰值频率变异系数和会话时间变异系数组成。在上班族中,由Russel’s Circumplex模型组成的两个情感坐标可以通过可穿戴手表设备获得的生物信号来估计。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Estimation of Office Worker’s Emotion Types Using Two-dimensional Model Consisted of Biometric Signals
: A model that estimates emotion types from bio-signals obtained by wearable monitoring systems was developed. A total of 470 events of strongly conscious emotions (happy, relaxed, sad, and angry) during work hours were recorded in 11 office workers under a total of 911 days of continuous monitoring of pulse rate, pulse rate variability (PRV), skin temperature, body motion, and conversation time with a bracelet-shape wearable sensor. When the four emotion types were developed on the two-dimensional plane consisted of valence and arousal axes, the former axis was composed of the coefficient of variation of high-frequency PRV amplitude and skin temperature, while the latter axis was composed of the frequency variability of PRV respiratory peak and conversation time. Among office workers, two emotional coordinates comprising the Russel’s Circumplex model may be estimated by bio-signals obtained by a wearable watch device.
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