Top

Published in:

2019 | OriginalPaper | Chapter

Proposal of an Open Hardware-Software System for the Recognition of Emotions from Physiological Variables

Authors : Mauricio Sánchez Barragán, Luis Alejandro Solarte Moncayo, Gabriel Elias Chanchí Golondrino

Published in: Human-Computer Interaction

Publisher: Springer International Publishing

Activate our intelligent search to find suitable subject content or patents.

search-config

AI-assisted search

Off

Abstract

In this article, we present the design and construction of an open hardware-software system responsible for the characterization of the user context, through physiological signals such as: heart rate variability (HRV), galvanic skin response (GSR) and electromyographic signals (EMG), which allows to establish significant levels of mental stress (SI), arousal and valence, metrics important that make possible the inference of emotional states in the person. In addition, we describe the development of computational method for the inference of emotions and the mathematical calculations that involve this process. Finally, the hardware software system validation is presented through a video on demand service based on emotions, which includes a recommendation system that suggests a set of contents based on the user’s emotional behavior during the interaction with the service. This system aims to serve as a reference for the construction of other services based on the study of the user’s emotional behavior in different application contexts.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

über 102.000 Bücher
über 537 Zeitschriften

aus folgenden Fachgebieten:

Automobil + Motoren
Bauwesen + Immobilien
Business IT + Informatik
Elektrotechnik + Elektronik
Energie + Nachhaltigkeit
Finance + Banking
Management + Führung
Marketing + Vertrieb
Maschinenbau + Werkstoffe
Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

inform now

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

über 67.000 Bücher
über 390 Zeitschriften

aus folgenden Fachgebieten:

Automobil + Motoren
Bauwesen + Immobilien
Business IT + Informatik
Elektrotechnik + Elektronik
Energie + Nachhaltigkeit
Maschinenbau + Werkstoffe

Jetzt Wissensvorsprung sichern!

inform now

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

über 67.000 Bücher
über 340 Zeitschriften

aus folgenden Fachgebieten:

Bauwesen + Immobilien
Business IT + Informatik
Finance + Banking
Management + Führung
Marketing + Vertrieb
Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

inform now

previous chapter Mobile Learning Applications: Exploring Location Sensing Mechanisms

next chapter Usability Evaluation of Learning Objects with Augmented Reality for Smartphones: A Reinterpretation of Nielsen Heuristics

Gartner, Inc.: Gartner Says 6.4 Billion Connected “Things” Will Be in Use in 2016, Up 30 Percent From 2015 (Gartner) (10 de Noviembre de 2015). http://www.gartner.com/newsroom/id/3165317. Recuperado el 10 de Junio de 2016

Cisco IBSG. The Internet of Things How the Next Evolution of the Internet Is Changing Everything. Cisco (2011)

Buyya, R., Dastjerdi, A.V.: Internet of Things: Principles and Paradigms. Elsevier, Amsterdam (2016)

Cha, H., Lee, W., Jeon, J.: Standardization strategy for the internet of wearable things. In: 2015 International Conference on Information and Communication Technology Convergence (ICTC), Jeju (2015)

Kannan, R., Rasool, R.U., Jin, H., Balasundaram, S.: Managing and Processing Big Data in Cloud Computing. IGI Global, Hershey (2016)CrossRef

Rose, K., Eldridge, S., Chapin, L.: The Internet of Things (IoT): An Overview. The. Internet Society, Reston (2015)

Pilioura, T., Tsalgatidou, A.: E-services: current technology and open issues. In: Casati, F., Shan, M.-C., Georgakopoulos, D. (eds.) TES 2001. LNCS, vol. 2193, pp. 1–15. Springer, Heidelberg (2001). https://doi.org/10.1007/3-540-44809-8_1CrossRefMATH

Adomavicius, G., Tuzhilin, A.: Context-aware recommender systems. In: Proceedings of the 2008 ACM Conference on Recommender Systems, New York, USA (2008). https://doi.org/10.1145/1454008.1454068

Moreno, M.N., et al.: Web mining based framework for solving usual problems in recommender systems. A case study for movies’ recommendation. Neurocomputing (2015). https://doi.org/10.1016/j.neucom.2014.10.097

10.

González, G., López, B., De la Rosa, J.L.: Managing Emotions in Smart User Models for Recommender Systems. Institut d’Informàtica i Aplicacions, Universitat de Girona, Girona, Spain (2004)

11.

Sharma, T., Kapoor, B.: Intelligent data analysis algorithms on biofeedback signals for estimating emotions. In: International Conference on Reliability, Optimization and Information Technology, Baddi, India (2014)

12.

Patil, K., Singh, M., Singh, G., Anjali, S.N.: Mental stress evaluation using heart rate variability analysis: a review. Int. J. Public Ment. Health Neurosci. 2 (2015). ISSN: 2394-4668

13.

Choi, J., Gutierrez-Osuna, R.: Using heart rate monitors to detect mental stress. In: Wearable and Implantable Body Sensor Networks, Berkeley, CA (2009)

14.

Mohana, S.R., Aradhya, H.R.: Remote monitoring of heart rate and music to tune the heart rate. In: Communication Technologies (GCCT), Thuckalay (2015)

15.

Salah, A.A., Gevers, T.: Computer Analysis of Human Behavior. Springer, London (2011). https://doi.org/10.1007/978-0-85729-994-9CrossRef

16.

Honeycutt, A., Milliken, M.E.: Understanding Human Behavior: A Guide for Health Care Providers. Delmar Cengage Learning, Clifton Park (2012)

17.

Salah, A.A., Kröse, B.J., Cook, D.J.: Human behavior understanding. In: 6th International Workshop, HBU 2015, Osaka, Japan, 8 September 2015, Proceedings, Osaka (2015)

18.

Hall, J.E.: Tratado de fisiología médica. Elsevier, Barcelona (2011)

19.

Heilman, K.M.: The neurobiology of emotional experience. J. Neuropsychiatr. 439–448 (1997)

20.

Kleinginna, P., Kleinginna, A.: A categorized list of emotion definitions, with suggestions for a consensual definition. In: Motivation and Emotion, pp. 345–379. Plenum Publishing Corporation, Georgia (1981)

21.

Jones, M., Fay, R., Popper, A.N.: Music Perception. Springer, Ohio (2010). https://doi.org/10.1007/978-1-4419-6114-3CrossRef

22.

Meyers, O.: A Mood-Based Music Classification and Exploration System. Massachusetts Institute of Technology, Massachusetts (2004)

23.

Posner, J., Russell, J.: The circumplex model of affect: an integrative approach to affective neuroscience, cognitive development, and psychopathology. Dev. Psychopathol. 17(3), 715–734 (2005)CrossRef

24.

Yang, Y., Chen, H.: Music Emotion Recognition. CRC Press, Taiwan (2011)CrossRef

25.

Bayevsky, R.M., Ivanov, G.G., Chireykin, L.V., et al.: HRV analysis under the usage of different electrocardiography systems (methodical recommendations). Committee of New Medical Techniques of Ministry of Health of Russia, Moscow (2002)

26.

Kappeler-Setz, C.: Multimodal Emotion and Stress Recognition. ETH ZURICH, Zurich (2012)

27.

Dimberg, U.: Facial electromyography and emotional reactions. In: Psychophysiology, pp. 481–494. The Society for Psychophysiological Research, Inc., Upsala (1990)

28.

Van Boxtel, A.: Facial EMG as a tool for inferring affective states. In: Spink, A., Grieco, F., Krips, O., Loijens, L., Noldus, L. (eds.) Proceedings of Measuring Behavior, Tilburing, pp. 104–108 (2010)

Title: Proposal of an Open Hardware-Software System for the Recognition of Emotions from Physiological Variables
Authors: Mauricio Sánchez Barragán
Luis Alejandro Solarte Moncayo
Gabriel Elias Chanchí Golondrino
Publisher: Springer International Publishing
Book: Human-Computer Interaction
Print ISBN: 978-3-030-05269-0

Electronic ISBN: 978-3-030-05270-6

Copyright Year: 2019
DOI: https://doi.org/10.1007/978-3-030-05270-6_15

Springer Professional

Abstract

Please log in to get access to your license.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Springer Professional "Technik"

Springer Professional "Wirtschaft"