DocumentCode
140006
Title
Remote measurement of cognitive stress via heart rate variability
Author
McDuff, Daniel ; Gontarek, Sarah ; Picard, Rosalind
Author_Institution
Media Lab., Massachusetts Inst. of Technol., Cambridge, MA, USA
fYear
2014
fDate
26-30 Aug. 2014
Firstpage
2957
Lastpage
2960
Abstract
Remote detection of cognitive load has many powerful applications, such as measuring stress in the workplace. Cognitive tasks have an impact on breathing and heart rate variability (HRV). We show that changes in physiological parameters during cognitive stress can be captured remotely (at a distance of 3m) using a digital camera. A study (n=10) was conducted with participants at rest and under cognitive stress. A novel five band digital camera was used to capture videos of the face of the participant. Significantly higher normalized low frequency HRV components and breathing rates were measured in the stress condition when compared to the rest condition. Heart rates were not significantly different between the two conditions. We built a person-independent classifier to predict cognitive stress based on the remotely detected physiological parameters (heart rate, breathing rate and heart rate variability). The accuracy of the model was 85% (35% greater than chance).
Keywords
biomedical telemetry; cameras; cognition; medical signal detection; physiology; signal classification; band digital camera; breathing rate; cognitive load; cognitive stress; cognitive tasks; distance 3 m; heart rate variability; normalized low frequency HRV components; person-independent classifier; physiological parameters; remote detection; remote measurement; rest condition; stress condition; stress measurement; videos; workplace; Atmospheric measurements; Heart rate variability; Particle measurements; Physiology; Stress; Stress measurement;
fLanguage
English
Publisher
ieee
Conference_Titel
Engineering in Medicine and Biology Society (EMBC), 2014 36th Annual International Conference of the IEEE
Conference_Location
Chicago, IL
ISSN
1557-170X
Type
conf
DOI
10.1109/EMBC.2014.6944243
Filename
6944243
Link To Document