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Multimodal Recognition of the Stress When Performing Cognitive Tasks Under Limited Time Conditions

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Engineering Psychology and Cognitive Ergonomics (HCII 2024)

Abstract

In the usual human cognitive performance, the speed of the human-computer interaction is not critical, but in emergent technologies and in a high stream of information in a learning process, a human (learner) ability to process teaching tasks can be limited by the human abilities or lead to this human’s stress as a physiological “cost” of his/her successful performance. The goal of the paper is to carry out the comparison analysis of the speed and reliability of cognitive activity by subjects performing computer tasks at a free and fixed pace, considering the physiological “cost” of such activities to reveal potential preliminary markers of stress. We have studied 4 group of indices of subjects’ cognitive test performance: 1) operational - test performance including direct indices (rate of tasks solving, reliability) and their secondary indices including general productivity; 2) subjective test indices before and after test performance; 3) physiological support of activity by indices of the cardiovascular system; 4) indices of electropuncture diagnostics. Besides, to account external factors of possible influence on a human cognitive work, we used indices of the solar wind and geomagnetic field. The time limitations make a human more sensitive to external physical factors and influence his psychological state in addition to physiological regulation that can be considered as a stress condition of activity. This result has confirmed our guess that multimodal description is more effective to reveal a stress during cognitive activity of a simple nature.

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References

  1. The Future of Growth Report 2024: World Economic Forum 2024. https://www3.weforum.org/docs/WEF_Future_of_Growth_Report_2024.pdf. Accessed 28 Jan 2024

  2. Kim, J., Park, C.-Y.: Education, skill training, and lifelong learning in the era of technological revolution. Asian Development Bank, Economics Working Paper Series, no. 606, January 2020

    Google Scholar 

  3. Gratton, L.: An emerging landscape of skills for all. MIT Sloan Manag. Rev. (2021). https://sloanreview.mit.edu/article/an-emerging-landscape-of-skills-for-all/. Accessed 28 Jan 2024

  4. Schools of the Future: Defining New Models of Education for the Fourth Industrial Revolution. Report. World Economic Forum 2020. https://www.weforum.org/reports/schools-of-the-future-defining-new-models-of-education-for-the-fourth-industrial-revolution. Accessed 28 Jan 2024

  5. EU4Digital: Connecting Research and Education Communities (EaPConnect). https://eufordigital.eu/discover-eu/eap-connect/. Accessed 28 Jan2024

  6. Kozák, S., Ružický, E., Štefanovič, J., Schindler, F.: Research and education for industry 4.0: present development. In: Cybernetics & Informatics (K&I), pp. 1–8 (2018)

    Google Scholar 

  7. Burov, O., Bykov, V., Lytvynova, S.: ICT evolution: from single computational tasks to modeling of life. In: Proceedings of the 16th International Conference on ICT in Education, Research and Industrial Applications. Integration, Harmonization and Knowledge Transfer. Volume II: Workshops, Kharkiv, Ukraine, 06–10 October 2020. Volume 2732 of CEUR Workshop Proceedings, pp. 583–590. CEUR-WS.org (2020)

    Google Scholar 

  8. Skarbez, R., Smith, M., Whitton, M.C.: Revisiting Milgram and Kishino’s reality-virtuality continuum. Front. Virtual Real. 2, 647997 (2021). https://doi.org/10.3389/frvir.2021.647997

    Article  Google Scholar 

  9. Stratton, J.: The future of work starts with trust: How can we close the AI trust gap? World Economic Forum, 15 January 2024. https://www.weforum.org/agenda/2024/01/why-there-is-an-ai-trust-gap-in-the-workplace/. Accessed 28 Jan 2024

  10. Zhao, J., Riecke, B.E., Kelly, J.W., Stefanucci, J., Klippel, A.: Editorial: human spatial perception, cognition, and behaviour in extended reality. Front. Virtual Real. 4, 1257230 (2023). https://doi.org/10.3389/frvir.2023.1257230

    Article  Google Scholar 

  11. Lopes, P., Voigt-Antons, J.-N., Garcia, J., Melhart, D.: Editorial: user states in extended reality media experiences for entertainment games. Front. Virtual Real. 4, 1235004 (2023). https://doi.org/10.3389/frvir.2023.1235004

    Article  Google Scholar 

  12. Kress, G., Selander, S.: Multimodal design, learning and cultures of recognition. Internet High. Educ. 15(1), 265–268 (2012)

    Article  Google Scholar 

  13. Philippe, S., et al.: Multimodal teaching, learning and training in virtual reality: a review and case study. Virtual Real. Intell. Hardw. 2(5), 421–442 (2020). https://doi.org/10.1016/j.vrih.2020.07.008

    Article  Google Scholar 

  14. VARK Modalities: What do Visual, Aural, Read/write & Kinesthetic really mean? Horizon Europe Guide. https://vark-learn.com/introduction-to-vark/the-vark-modalities/#google_vignette. Accessed 29 Jan 2024 (2024)

  15. Kessler, M.: Multimodality. ELT J. 76(4), 551–554 (2022). https://doi.org/10.1093/elt/ccac028

  16. Glazunova, O., et al.: Learning style identification system: design and data analysis. In: Proceedings of the 16th International Conference on ICT in Education, Research and Industrial Applications. Integration, Harmonization and Knowledge Transfer. Volume II: Workshops, Kharkiv, Ukraine, 06–10 October 2020, pp. 793–807 (2020). https://ceur-ws.org/Vol-2732/

  17. Vuorre, M., Orben, A., Przybylski, Andrew, K.: There is no evidence that associations between adolescents’ digital technology engagement and mental health problems have increased. Clin. Psychol. Sci. (2021). https://doi.org/10.1177/2167702621994549

  18. Pinchuk, O., et al.: VR in education: ergonomic features and cybersickness. In: Nazir, S., Ahram, T., Karwowski, W. (eds.) AHFE 2020. AISC, vol. 1211, pp. 350–355. Springer, Cham (2020). https://doi.org/10.1007/978-3-030-50896-8_50

  19. Burov, O., et al.: Cognitive performance degradation in high school students as the response to the psychophysiological changes. In: Ayaz, H., Asgher, U. (eds.) AHFE 2020. AISC, vol. 1201, pp. 83–88. Springer, Cham (2021). https://doi.org/10.1007/978-3-030-51041-1_12

  20. Burov, O., et al.: On the way to hybrid intelligence: influence of the human-system interaction rate on the human cognitive performance. In: Ahram, T., Taiar, R. (eds.) Human Interaction and Emerging Technologies (IHIET-AI 2023): Artificial Intelligence and Future Applications. AHFE (2023) International Conference. AHFE Open Access, vol. 70. AHFE International, USA (2023). https://doi.org/10.54941/ahfe1002925

  21. Mygal, G.V., Protasenko, O.F.: Functional state of the human-operator as a source of monitoring information. «ХАИ», Kharkiv, no. 40, pp. 187–193 (2008). https://dspace.library.khai.edu/xmlui/bitstream/handle/123456789/4491/Migal5.pdf?sequence=1

  22. SEC’s Anonymous FTP Server (Solar-Geophysical Data). http://sec.noaa.gov/ftpmenu/lists/ace2.html

  23. Burov, O.Yu., Pinchuk, O.P., Pertsev, M.A., Vasylchenko, Y.V.: Use of learners’ state indices for design of adaptive learning systems. In: Information Technologies and Learning Tools, vol. 68, no. 6, pp. 20–32 (2018)

    Google Scholar 

  24. Ahn, A.C., et al.: Electrical properties of acupuncture points and meridians: a systematic review. Bioelectromagnetics 29(4), 245–56 (2008)

    Google Scholar 

  25. Spirin, O., Burov, O.: Models and applied tools for prediction of student ability to effective learning. In: 14th International Conference on ICT in Education, Research and Industrial Applications. Integration, Harmonization and Knowledge Transfer, vol. 2104, pp. 404–411. CEUR-WS (2018)

    Google Scholar 

  26. Lavrov, E., Pasko, N., Siryk, O.: Information technology for assessing the operators working environment as an element of the ensuring automated systems ergonomics and reliability. In: IEEE 15th International Conference on Advanced Trends in Radioelectronics, Telecommunications and Computer Engineering (TCSET), Lviv-Slavske, Ukraine, pp. 570–575 (2020). https://doi.org/10.1109/TCSET49122.2020.235497

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Acknowledgments

This research has been supported by the Institute of Information Technologies of the National Academy of Pedagogic Science, as well as the National Aerospace University “KhAI”, Kharkiv.

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Correspondence to Oleksandr Burov .

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Burov, O. et al. (2024). Multimodal Recognition of the Stress When Performing Cognitive Tasks Under Limited Time Conditions. In: Harris, D., Li, WC. (eds) Engineering Psychology and Cognitive Ergonomics. HCII 2024. Lecture Notes in Computer Science(), vol 14692. Springer, Cham. https://doi.org/10.1007/978-3-031-60728-8_2

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  • DOI: https://doi.org/10.1007/978-3-031-60728-8_2

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