Literature DB >> 19906598

Discriminating stress from cognitive load using a wearable EDA device.

Cornelia Setz1, Bert Arnrich, Johannes Schumm, Roberto La Marca, Gerhard Tröster, Ulrike Ehlert.   

Abstract

The inferred cost of work-related stress call for prevention strategies that aim at detecting early warning signs at the workplace. This paper goes one step towards the goal of developing a personal health system for detecting stress. We analyze the discriminative power of electrodermal activity (EDA) in distinguishing stress from cognitive load in an office environment. A collective of 33 subjects underwent a laboratory intervention that included mild cognitive load and two stress factors, which are relevant at the workplace: mental stress induced by solving arithmetic problems under time pressure and psychosocial stress induced by social-evaluative threat. During the experiments, a wearable device was used to monitor the EDA as a measure of the individual stress reaction. Analysis of the data showed that the distributions of the EDA peak height and the instantaneous peak rate carry information about the stress level of a person. Six classifiers were investigated regarding their ability to discriminate cognitive load from stress. A maximum accuracy of 82.8% was achieved for discriminating stress from cognitive load. This would allow keeping track of stressful phases during a working day by using a wearable EDA device.

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Year:  2009        PMID: 19906598     DOI: 10.1109/TITB.2009.2036164

Source DB:  PubMed          Journal:  IEEE Trans Inf Technol Biomed        ISSN: 1089-7771


  51 in total

1.  Assessing interactions among multiple physiological systems during walking outside a laboratory: An Android based gait monitor.

Authors:  E Sejdić; A Millecamps; J Teoli; M A Rothfuss; N G Franconi; S Perera; A K Jones; J S Brach; M H Mickle
Journal:  Comput Methods Programs Biomed       Date:  2015-09-26       Impact factor: 5.428

Review 2.  Mitigation of stress: new treatment alternatives.

Authors:  Ahmad Rauf Subhani; Nidal Kamel; Mohamad Naufal Mohamad Saad; Nanda Nandagopal; Kenneth Kang; Aamir Saeed Malik
Journal:  Cogn Neurodyn       Date:  2017-11-29       Impact factor: 5.082

3.  Effects of a Virtual Pointer on Trainees' Cognitive Load and Communication Efficiency in Surgical Training.

Authors:  Azin Semsar; Hannah McGowan; Yuanyuan Feng; Hamid R Zahiri; Ivan M George; Timothy Turner; Adrian Park; Helena M Mentis; Andrea Kleinsmith
Journal:  AMIA Annu Symp Proc       Date:  2020-03-04

4.  How cognitive performance-induced stress can influence right VLPFC activation: an fMRI study in healthy subjects and in patients with social phobia.

Authors:  Lejla Koric; Emmanuelle Volle; Magali Seassau; Frédéric A Bernard; Julien Mancini; Bruno Dubois; Antoine Pelissolo; Richard Levy
Journal:  Hum Brain Mapp       Date:  2011-07-18       Impact factor: 5.038

5.  Anticipatory stress associated with functional magnetic resonance imaging: Implications for psychosocial stress research.

Authors:  Ethan W Gossett; Muriah D Wheelock; Adam M Goodman; Tyler R Orem; Nathaniel G Harnett; Kimberly H Wood; Sylvie Mrug; Douglas A Granger; David C Knight
Journal:  Int J Psychophysiol       Date:  2018-02-14       Impact factor: 2.997

6.  Using activity-related behavioural features towards more effective automatic stress detection.

Authors:  Dimitris Giakoumis; Anastasios Drosou; Pietro Cipresso; Dimitrios Tzovaras; George Hassapis; Andrea Gaggioli; Giuseppe Riva
Journal:  PLoS One       Date:  2012-09-19       Impact factor: 3.240

7.  Deceptive Intentions: Can Cues to Deception Be Measured before a Lie Is Even Stated?

Authors:  Sabine Ströfer; Matthijs L Noordzij; Elze G Ufkes; Ellen Giebels
Journal:  PLoS One       Date:  2015-05-27       Impact factor: 3.240

8.  Sensorized garments and textrode-enabled measurement instrumentation for ambulatory assessment of the autonomic nervous system response in the ATREC project.

Authors:  Fernando Seoane; Javier Ferreira; Lorena Alvarez; Ruben Buendia; David Ayllón; Cosme Llerena; Roberto Gil-Pita
Journal:  Sensors (Basel)       Date:  2013-07-12       Impact factor: 3.576

9.  Wearable biomedical measurement systems for assessment of mental stress of combatants in real time.

Authors:  Fernando Seoane; Inmaculada Mohino-Herranz; Javier Ferreira; Lorena Alvarez; Ruben Buendia; David Ayllón; Cosme Llerena; Roberto Gil-Pita
Journal:  Sensors (Basel)       Date:  2014-04-22       Impact factor: 3.576

10.  A presence-based context-aware chronic stress recognition system.

Authors:  Klemen Peternel; Matevž Pogačnik; Rudi Tavčar; Andrej Kos
Journal:  Sensors (Basel)       Date:  2012-11-16       Impact factor: 3.576

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