Assessment of mental, emotional and physical stress through analysis of physiological signals using smartphones

Sensors (Switzerland)

Volumn 15, Issue 10, 2015, Pages 25607-25627

  Mohino Herranz, Inma ^a   Gil Pita, Roberto ^a   Ferreira, Javier ^b,c   Rosa Zurera, Manuel ^a   Seoane, Fernando ^b,c  

^a UNIVERSITY OF ALCALÁ   (Spain)

^b UNIVERSITY OF BORÅS   (Sweden)

^c ROYAL INSTITUTE OF TECHNOLOGY   (Sweden)

Author keywords

Bioimpedance; ECG; Ergonomics; Physiological measurements; Smart textiles; Smartphone; Stress detection

Indexed keywords

COMPLEX NETWORKS; ELECTRIC IMPEDANCE; ELECTROCARDIOGRAPHY; ERGONOMICS; ERRORS; GENETIC ALGORITHMS; PATIENT MONITORING; PHYSIOLOGY; PROBABILITY; REAL TIME CONTROL; SMART TEXTILES; SMARTPHONES; WEARABLE TECHNOLOGY;

BIO-IMPEDANCE; CLASSIFICATION APPROACH; ELECTRICAL BIO-IMPEDANCE; PHYSIOLOGICAL MEASUREMENT; PHYSIOLOGICAL SIGNALS; PROFESSIONAL ACTIVITIES; REAL-TIME IMPLEMENTATIONS; STRESS DETECTION;

RISK ASSESSMENT;

AMBULATORY MONITORING; ARTIFICIAL NEURAL NETWORK; BIOENGINEERING; DEVICES; DIAGNOSIS; EMOTION; HUMAN; IMPEDANCE PLETHYSMOGRAPHY; MENTAL STRESS; MOBILE APPLICATION; PHYSIOLOGICAL STRESS; PROCEDURES; SIGNAL PROCESSING; SMARTPHONE; TEXTILE; WIRELESS COMMUNICATION;

EMOTIONS; HUMAN ENGINEERING; HUMANS; MOBILE APPLICATIONS; MONITORING, AMBULATORY; NEURAL NETWORKS (COMPUTER); PLETHYSMOGRAPHY, IMPEDANCE; SIGNAL PROCESSING, COMPUTER-ASSISTED; SMARTPHONE; STRESS, PHYSIOLOGICAL; STRESS, PSYCHOLOGICAL; TEXTILES; WIRELESS TECHNOLOGY;

EID: 84943742389     PISSN: 14248220     EISSN: None     Source Type: Journal    
DOI: 10.3390/s151025607     Document Type: Article

References (41)

1. Mehrnia, A.; Willson, A.N., Jr. On optimal IFIR filter design. In Proceedings of the 2004 IEEE International Symposium on Circuits and Systems, Vancouver, BC, Canada, 23-26 May 2004; pp. 111-133.
2. Le Fevre, M.; Matheny, J.; Kolt, G.S. Eustress, distress, and interpretation in occupational stress. J. Manag. Psychol. 2003, 18, 726-744.
3. The American Institute of Strees. What is Stress? Available online: http://www.stress.org/ what-is-stress/ (accessed on 29 September 2015).
4. Sloan, R.P.; Shapiro, P.A.; Bagiella, E.; Boni, S.M.; Paik, M.; Bigger, J.T.; Gorman, J.M. Effect of mental stress throughout the day on cardiac autonomic control. Biol. Psychol. 1994, 37, 89-99.
5. Jansen, A.; van Nguyen, X.; Karpitskiy, V.; Mettenleiter, T.C.; Loewy, A.D. Central command neurons of the sympathetic nervous system: Basis of the fight-or-flight response. Science 1995, 270, 644-646.
6. Taylor, S.E.; Klein, L.C.; Lewis, B.P.; Gruenewald, T.L.; Gurung, R.; Updegraff, J.A. Biobehavioral responses to stress in females: Tend-and-befriend, not fight-or-flight. Psychol. Rev. 2000, 107, 411-429.
7. Cannon, W. The Wisdom of the Body; W.W. Norton: New York, NY, USA, 1932.
8. Silverthorn, D.U.; Ober, W.C.; Garrison, C.W.; Silverthorn, A.C.; Johnson, B.R. Human Physiology: An Integrated Approach; Pearson/Benjamin Cummings: San Francisco, CA, USA, 2009.
9. Seoane, F.; Mohino, I.; Ferreira, J.; Alvarez, L.; Buendia, R.; Ayllón, D.; Llerena, C.; Gil-Pita, R. Wearable biomedical measurement systems for assessment of mental stress of combatants in real time. Sensors 2014, 14, 7120-7141.
10. Gullette, E.C.; Blumenthal, J.A.; Babyak, M.; Jiang, W.; Waugh, R.A.; Frid, D.J.; Krantz, D.S. Effects of mental stress on myocardial ischemia during daily life. Jama 1997, 277, 1521-1526.
11. Agrafioti, F.; Hatzinakos, D.; Anderson, A.K. ECG pattern analysis for emotion detection. IEEE Trans. Affect. Comput. 2012, 3, 102-115.
12. Healey, J.; Picard, R. Detecting stress during real-world driving tasks using physiological sensors. IEEE Trans. Intell. Trans. Syst. 2005, 6, 156-166.
13. Healey, J. Wearable and Automotive Systems for Affect recognition From Physiology. Ph.D. Thesis, Department of Electrical Engineering and Computer Science, Massachusetts Institute of Technology, Cambridge, MA, USA, 2000.
14. McCraty, R.; Atkinson, M.; Tiller, W.A.; Rein, G.; and Watkins, A.D. The effects of emotions on short-term power spectrum analysis of heart rate variability. Am. J. Cardiol. 1995, 76, 1089-1093.
15. Lee, C.; Yoo, S.K.; Park, Y.; Kim, N.; Jeong, K.; Lee, B. Using neural network to recognize human emotions from heart rate variability and skin resistance. In Proceedings of the 27th Annual International Conference of the Engineering in Medicine and Biology Society, Shanghai, China, 17-18 January 2006; pp. 5523-5525.
16. Billman, G.E. The LF/HF ratio does not accurately measure cardiac sympatho-vagal balance. Front. Physiol. 2013, doi:10.3389/fphys.2013.00026.
17. Piccirillo, G.; Vetta, F.; Fimognari, F.L.; Ronzoni, S.; Lama, J.; Cacciafesta, M.; Marigliano, V. Power spectral analysis of heart rate variability in obese subjects: Evidence of decreased cardiac sympathetic responsiveness. Int. J. Obes. Relat. Metab. Disord. 1996, 9, 825-829.
18. Mladeníc, D.; Brank, J.; Grobelnik, M.; Milic-Frayling, N. Feature selection using linear classifier weights: Interaction with classification models. In Proceedings of the 27th Annual International ACM SIGIR Conference on Research and Development in Information Retrieval, Sheffield, UK, 25-29 July 2004; pp. 234-241.
19. Sharma, N.; Pal, U.; Kimura, F.; Pal, S. Recognition of off-line handwritten devnagari characters using quadratic classifier. In Computer Vision, Graphics and Image Processing; Springer Heidelberg: Berlin, Germany, 2006; pp. 805-816.
20. Hagan, M.T.; Demuth, H.B.; Beale, M.H; Orlando, D.J. Neural Network Design; Pws Pub Co.: Boston, MA, USA, 1996.
21. Haupt, R.L.; Haupt, E. Practical Genetic Algorithms; John Wiley and Sons Inc.: Hoboken, NJ, USA, 2004.
22. Chambers, L.D. Practical Handbook of Genetic Algorithms: Complex Coding Systems; CRC Press: Boca Raton, FL, USA, 1998.
23. Davis, L. Handbook of Genetic Algorithms; Van Nostrand Reinhold: New York, NY, USA, 1991.
24. Mohino, I.; Goni, M.; Alvarez, L.; Llerena, C.; Gil-Pita, R. Detection of emotions and stress through speech analysis. In Proceedings of the Signal Processing, Pattern Recognition and Application-2013, Innsbruck, Austria, 12-14 February 2013.
25. Walters, D.C.; Sheble, G.B. Genetic algorithm solution of economic dispatch with valve point loading. IEEE Trans. Power Syst. 1993, 8, 1325-1332.
26. Gross, J.J.; Levenson, R.W. Emotion elicitation using films. Cogn. Emot. 1995, 9, 87-108.
27. Pellouchoud, E.; Smith, M.E; McEvoy, L.; Gevins, A. Mental effort-related EEG modulation during video-game play: Comparison between Juvenile subjects with Epilepsy and normal control subjects. Epilepsia 1999, 40, 38-43.
28. Turner, J.R.; Carroll, D. Heart rate and oxygen consumption during mental arithmetic, a video game, and graded exercise: Further evidence of metabolically-exaggerated cardiac adjustments? Psychophysiology 1985, 22, 261-267.
29. Carroll, D.; Turner, J.R.; Rogers, S. Heart rate and oxygen consumption during mental arithmetic, a video game, and graded static exercise. Psychophysiology 1987, 24, 112-118.
30. Smith, P. American history X. In America First: Naming the Nation in US Film; Routledge: Abingdon, UK, 2007; pp. 244-258.
31. Giesbrecht, T.; Geraerts, E.; Merckelbach, H. Dissociative experiences are related to commissions in emotional memory. Psychiatry Res. 2003, 150, 277-285.
32. Clasen, M. Vampire Apocalypse: A Biocultural Critique of Richard Matheson's I Am Legend. Philos. Lit. 2010, 34, 313-328.
33. Von Jagow, B. Representing the Holocaust, Kertész's Fatelessness and Benigni's La vita è bella; Purdue University Press: West Lafayette, IN, USA, 2002.
34. Fernández, C.; Pascual, J.C.; Soler, J.; García, E. Validación española de una batería de películas para inducir emociones. Psicothema 2011, 23, 778-785. (In Spanish)
35. Denot-Ledunois, S.; Vardon, G.; Perruchet, P.; Gallego, J. The effect of attentional load on the breathing pattern in children. Int. J. Psychophysiol. 1998, 29, 13-21.
36. Fenton, H.; Grainger, J.; Castoldi, G.L. Cannibal Holocaust: And the Savage Cinema of Ruggero Deodato; Fab Press: Surrey, UK, 1999.
37. Jackson, N. Cannibal Holocaust, Realist Horror, and Reflexivity; Post Script: Jacksonville, FL, USA, 2002; pp. 32-45.
38. Palatini, P. Recommendations on how to measure resting heart rate. Medicographia 2009, 31, 414-419.
39. Choi, J.; Gutierrez-Osuna, R. Using heart rate monitors to detect mental stress. In Proceedings of the 6th IEEE International Workshop on Wearable and Implantable Body Sensor Networks, Berkeley, CA, USA, 3-5 June 2009; pp. 219-223.
40. Katsis, C.D.; Ganiatsas, G.; Fotiadis, D.I. An integrated telemedicine platform for the assessment of affective physiological states. Diagn. Pathol. 2006, 1, doi:10.1186/1746-1596-1-16.
41. Laurent, F.; Valderrama, M.; Besserve, M.; Guillard, M.; Lachaux, J. P.; Martinerie, J.; Florence, G. Multimodal information improves the rapid detection of mental fatigue. Biomed. Signal Process. Control 2013, 8, 400-408.