TY - GEN
T1 - Detection of daily emotions by wearable biometric sensors
AU - Yuda, Emi
AU - Tanabiki, Tetsuya
AU - Iwata, Shinichiro
AU - Abe, Katsumi
AU - Hayano, Junichiro
N1 - Publisher Copyright:
© 2019 IEEE.
PY - 2019/3
Y1 - 2019/3
N2 - To examine the basic characteristics of pulse rate variability (PRV) during work, pulse wave signals during work hours were recorded by wristband-type wearable sensors in 8 office workers for 1-3 months together with the signals of physical activity, skin temperature, and the amount of conversation and with subjective emotions. A total of 1,544 hours of data were obtained. Pulse rate increased during physical activity and decreased during dozing. Although high frequency (HF) component of heart rate variability (HRV) is known as an index of parasympathetic function and increases during rest and sleep, HF amplitude of PRV during work increased with mild physical movement detected at the wrist and decreased during dozing. Factor analysis revealed that there were two factors, reflecting slow and fast variations, respectively, among the indices of PRV indices (the amplitude of very low, low, and HF components and their standard deviations). While factor 1 score decreased during walking and increased with mild physical movement, it also increased when subjects reported angry emotion. While factor 2 score also increased with mild physical movement, it also increased with happiness and relax compared with sad and angry emotions. This study suggests on one hand that HF amplitude of PRV at least that obtained through wristband-type sensors during work cannot be used as the indices of parasympathetic function and resting. On the other hand, PRV may provide unique information from that of HRV, i.e., HF amplitude and fast variation of PRV may reflect positive feeling for work, while an increase in slow variation of PRV may reflect their conflict and dissatisfaction during work.
AB - To examine the basic characteristics of pulse rate variability (PRV) during work, pulse wave signals during work hours were recorded by wristband-type wearable sensors in 8 office workers for 1-3 months together with the signals of physical activity, skin temperature, and the amount of conversation and with subjective emotions. A total of 1,544 hours of data were obtained. Pulse rate increased during physical activity and decreased during dozing. Although high frequency (HF) component of heart rate variability (HRV) is known as an index of parasympathetic function and increases during rest and sleep, HF amplitude of PRV during work increased with mild physical movement detected at the wrist and decreased during dozing. Factor analysis revealed that there were two factors, reflecting slow and fast variations, respectively, among the indices of PRV indices (the amplitude of very low, low, and HF components and their standard deviations). While factor 1 score decreased during walking and increased with mild physical movement, it also increased when subjects reported angry emotion. While factor 2 score also increased with mild physical movement, it also increased with happiness and relax compared with sad and angry emotions. This study suggests on one hand that HF amplitude of PRV at least that obtained through wristband-type sensors during work cannot be used as the indices of parasympathetic function and resting. On the other hand, PRV may provide unique information from that of HRV, i.e., HF amplitude and fast variation of PRV may reflect positive feeling for work, while an increase in slow variation of PRV may reflect their conflict and dissatisfaction during work.
KW - Biosignal
KW - Emotion
KW - Heart rate variability
KW - Job stress
KW - Physical activity
KW - pulse rate variability
KW - Pulse wave
KW - Wearable sensor
KW - Work
UR - http://www.scopus.com/inward/record.url?scp=85074887432&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85074887432&partnerID=8YFLogxK
U2 - 10.1109/LifeTech.2019.8883968
DO - 10.1109/LifeTech.2019.8883968
M3 - Conference contribution
AN - SCOPUS:85074887432
T3 - 2019 IEEE 1st Global Conference on Life Sciences and Technologies, LifeTech 2019
SP - 286
EP - 287
BT - 2019 IEEE 1st Global Conference on Life Sciences and Technologies, LifeTech 2019
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 1st IEEE Global Conference on Life Sciences and Technologies, LifeTech 2019
Y2 - 12 March 2019 through 14 March 2019
ER -