Differential effects of physical and psychological stressors on electrodermal activity
- PMID: 29060909
- DOI: 10.1109/EMBC.2017.8037868
Differential effects of physical and psychological stressors on electrodermal activity
Abstract
Stress being labelled by WHO as "the health epidemic of 21st century" need to be treated as a clarion call for devising strategies that aim at its early detection, for the reason that stress is the cause as well as the catalyst for several chronic human health disorders. The work reported here in is a progression towards the development of a stress detection system based on the electrodermal activity (EDA) in humans, which can further be incorporated into a wearable vital signs monitor. The utility of EDA as a potential physiological measure for classifying physical and psychological stressors is analyzed in this paper. A group of 12 subjects (8 males and 4 females, age: 25.4 ± 3.1 years, mean ± SD) volunteered to participate in a laboratory stress task that included a psychological stressor close to real life work stress scenario and a physical stressor. The capability of stressors to elicit persistent stress response was validated by assessing variations in salivary cortisol levels. EDA was monitored throughout the experiment sessions as a measure of sympathetic activation in subjects. Six classification models were investigated concerning their usability to distinguish physical and psychological stressors based on EDA. A maximum accuracy of 95.1% was achieved using linear discriminat analysis (LDA) based classifier which imply that EDA is indeed a potential discriminate measure to classify physical and psychological stress responses. Furthermore, the best feature combination for maximum classification accuracy was also determined.
Similar articles
-
Discriminating stress from cognitive load using a wearable EDA device.IEEE Trans Inf Technol Biomed. 2010 Mar;14(2):410-7. doi: 10.1109/TITB.2009.2036164. Epub 2009 Nov 10. IEEE Trans Inf Technol Biomed. 2010. PMID: 19906598
-
Electrodermal Activity Based Pre-surgery Stress Detection Using a Wrist Wearable.IEEE J Biomed Health Inform. 2020 Jan;24(1):92-100. doi: 10.1109/JBHI.2019.2893222. Epub 2019 Jan 16. IEEE J Biomed Health Inform. 2020. PMID: 30668508
-
The complexity of electrodermal activity is altered in mental cognitive stressors.Comput Biol Med. 2016 Dec 1;79:123-129. doi: 10.1016/j.compbiomed.2016.10.014. Epub 2016 Oct 14. Comput Biol Med. 2016. PMID: 27770676
-
Wearables measuring electrodermal activity to assess perceived stress in care: a scoping review.Acta Neuropsychiatr. 2023 Mar 24;37:e19. doi: 10.1017/neu.2023.19. Acta Neuropsychiatr. 2023. PMID: 36960675 Review.
-
[The measurement of electrodermal activity].Encephale. 2012 Apr;38(2):149-55. doi: 10.1016/j.encep.2011.05.004. Epub 2011 Oct 11. Encephale. 2012. PMID: 22516273 Review. French.
Cited by
-
Sympathetic Arousal Detection in Horses Using Electrodermal Activity.Animals (Basel). 2023 Jan 7;13(2):229. doi: 10.3390/ani13020229. Animals (Basel). 2023. PMID: 36670768 Free PMC article.
-
Cell-free nucleic acid patterns in disease prediction and monitoring-hype or hope?EPMA J. 2020 Oct 29;11(4):603-627. doi: 10.1007/s13167-020-00226-x. eCollection 2020 Dec. EPMA J. 2020. PMID: 33144898 Free PMC article. Review.
-
Machine Learning Techniques for Arousal Classification from Electrodermal Activity: A Systematic Review.Sensors (Basel). 2022 Nov 17;22(22):8886. doi: 10.3390/s22228886. Sensors (Basel). 2022. PMID: 36433482 Free PMC article.
MeSH terms
Substances
LinkOut - more resources
Other Literature Sources
Miscellaneous