Parsimonious Approach to in Analyzing Brainwaves for VR Users

Authors

  • Gi-Sung Oh Department of Computer Engineering, Gachon University, Seongnam-si, Gyeonggi-do, 13120, Republic of Korea
  • Won-Jun Jeong Department of Computer Engineering, Gachon University, Seongnam-si, Gyeonggi-do, 13120, Republic of Korea
  • Sung-Jin Cho Department of Psychiatry, Gachon University, Gil Medical Center, Incheon, 21565, Republic of Korea
  • Seok-Hee Oh Department of Computer Engineering, Gachon University, Seongnam-si, Gyeonggi-do, 13120, Republic of Korea

DOI:

https://doi.org/10.13052/jwe1540-9589.21511

Keywords:

VR Sickness, EEG, SSQ, PCA, Test of Independence

Abstract

For the development of virtual reality (VR) technology, research to solve the VR Sickness is essential. Many attempts have been made to measure and reduce VR Sickness using questionnaires, analysis, and bio-signals, but it is true that analytical research through clinical practice still lacks. In this paper, the researcher collected bio-signals and questionnaire data to analyze the correlation between VR Sickness and user and perform principal component analysis and chi-square independence test based on the collected data. As a result, the researcher was able to be aware of the user’s concentration and relaxation state by EEG and found they are correlated with VR Sickness. Finally, the result of the analysis was cross-checked to confirm that these correlations show a significant difference. The empirical result of this study is expected to be used for the research to reduce VR Sickness through bio-signal.

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Author Biographies

Gi-Sung Oh, Department of Computer Engineering, Gachon University, Seongnam-si, Gyeonggi-do, 13120, Republic of Korea

Gi-Sung Oh received his Master in Game Engineering from College of IT Convergence Engineering of Gachon University in 2020. He is currently a graduate student in the IT Convergence Engineering at Gachon University, Republic of Korea. His research interests include VR sickness, Bio-signal data analysis, Game design and evaluation methods of VR Contents.

Won-Jun Jeong, Department of Computer Engineering, Gachon University, Seongnam-si, Gyeonggi-do, 13120, Republic of Korea

Won-Jun Jeong received his Master in Game Engineering from College of IT Convergence Engineering of Gachon University in 2020. He is currently a graduate student in the IT Convergence Engineering at Gachon University, Republic of Korea. His research interests include VR sickness, evaluation methods of VR Contents and Bio-signal data analysis.

Sung-Jin Cho, Department of Psychiatry, Gachon University, Gil Medical Center, Incheon, 21565, Republic of Korea

Sung-Jin Cho received the Master and Ph.D., M.D. degree in Medicine from College of Medicine of Seoul National University in 2000 and 2004, respectively. He has been working in department of psychatry, College of Medicine, Gachon University since 2000.

Seok-Hee Oh, Department of Computer Engineering, Gachon University, Seongnam-si, Gyeonggi-do, 13120, Republic of Korea

Seok-Hee Oh received the Ph.D., degree in Computer Engineering from College of IT Convergence Engineering of Gachon University in 2016, respectively. He has been working in department of Computer Engineering, College of IT, Gachon University since 2016.

References

Young-Hwan Kang, “A Study on The Application of VR Technology for The Contents of Petroglyph Museum”, The Journal of the Korea Contents Association, Vol. 16, No. 10, pp. 443–453, Oct 2016.

R. T. Llamas, “Worldwide Augmented and Virtual Reality Hardware Forecast 2018–2022”, IDC, accessed Jan 2018.

Orlosky, Jason, Kiyoshi Kiyokawa, Haruo Takemura. “Virtual and augmented reality on the 5G highway,” Journal of Information Processing, Vol. 25, No. 18, pp. 133–141, Feb 2017.

van Dreunen, J., Llamas, S., and Sanmiguel, C., NOWHERE TO GO BUT UP: THE FUTURE OF XR (Virtual Reality, Mixed Reality, Augmented Reality), SuperData Research, New York, 2018.

H.-J. Kwon, J.-H. Sung, “A Study on the Problem and Improvement of VR Content Using Motion Platform and VR HMD,” Journal of Korea Game Society, vol. 19, no. 3, pp. 15–24, Jun. 2019.

ETRI, KoVRA, Best practices for VRAR use and applications, Korea VR AR Industry Association, Seoul, 2018.

Treleaven, J., Battershill, J., Cole, D., Fadelli, C., Freestone, S., Lang, K., & Sarig-Bahat, H, “Simulator sickness incidence and susceptibility during neck motion-controlled virtual reality tasks”, Virtual Reality, vol. 19, no. 3–4, pp. 267–275, Nov 2015.

L. Gerard, E. Alun and B. Josep, “Simulator sickness and presence using HMDs: Comparing use of a game controller and a position estimation system,” Proc. ACM Symposium on Virtual Reality Software and Technology, pp. 137–140, Nov 2014.

Muth, E., Keshavarz, B., Smart Jr, L. J., So, R., and Beadle, S, “Discussion Panel: Motion Sickness in Virtual Environments”, Proc. the Human Factors and Ergonomics Society Annual Meeting, vol. 62, no. 1, pp. 2043–2046, Sep 2018.

Cha, Young Ran, “VR Contents Strategy for Advertising and PR Industries: Focused on In-depth Interviews,” The Korea Contents Association, Vol. 17, No. 9, pp.107–119, Sep 2017.

A. S. Fernandes and S. K. Feiner, “Combating vr sickness through subtle dynamic field-of-view modification,” IEEE Symposium on 3D User Interfaces, pp. 19–23 Mar. 2016.

A. S. Fernandes, S. K. Feiner, “Combating vr sickness through subtle dynamic field-of-view modification,” Proc. 2016 IEEE Symposium on 3D User Interfaces (3DUI), Greenville, pp. 201–210, Mar 2016.

S.-R. Park, H.-M. Shim, W.-H. Lee, “Gameability Test Using Brain Wave Signal,” Journal of The Korean Society for Computer Game, vol. 25, no. 3, pp. 223–228 Sep. 2012.

J.-Y. Lee, H.-B. Kang, “EEG and ERP based Degree of Internet Game Addiction Analysis,” Journal of Korea Multimedia Society, vol. 17, no. 11 pp. 1325–1334 Nov. 2014.

T.-H. Hwang, J.-H. Kim, “Development of Emotion Analysis Platform for Quantitative Evaluation of VR Media Content”, Journal of Digital Content Society, vol. 19, no. 11, pp. 1187–1198 Oct. 2018.

Oh, Seok Hee, Taeg Keun Whangbo, “Study on relieving VR contents user’s fatigue degree using aroma by measuring EEG,” Proc. 2018 International Conference on Information and Communication Technology Convergence (ICTC), Jeju, South Korea, pp. 568–570, Oct 2018.

LaViola Jr, J. J, “A discussion of cybersickness in virtual environments,” ACM SIGCHI Bulletin, vol. 32, no. 1, pp. 47–56, Jan 2000.

D. E. Parker. “Motion Sickness”. The Ameraican Journal of Phsychology. Vol. 90, No. 1, pp. 192–188, 1977.

Koasinski, E.M. , simulator Sickness in Virtual Environments, Army research Inst for the behavioral and social sciences. Alexandria VA. 1995.

H.-J. Kim, J.-H. Lee, J.-Y. Oh, H.-J. Lee, J.-H. Park, “Simulator sickness in differences between HMD display distance and IPD,” Proc. The HCI Society of Korea, pp. 253–256, Jan 2018.

Poorna, S. S., Arsha, V. V., Aparna, P. T. A., Gopal, P., & Nair, G. J., “Drowsiness Detection for Safe Driving Using PCA EEG Signals,” Progress in Computing, Analytics and Networking, pp. 419–428, Apr 2018.

Schmorrow, D. D., and Fidopiastis, C. M. ed., Foundations of Augmented Cognition, Springer Science+Business Media, Berlin, 2005.

Lin, C.-T., Chuang, S.-W., Chen, Y.-C., Ko, L.-W., Liang, S.-F., Jung, T.-P., “EEG Effects of Motion Sickness Induced in a Dynamic Virtual Reality Environment” Proc.29th Annual International Conference of the IEEE Engineering in Medicine and Biology Society., Lyon, The France, no.FrD02.4, pp. 3872–3875, Aug. 2007.

S.-H. Seo, J.-T. Lee, ed, “Stress and EEG,” in Stress and EEG, Convergence and Hybrid Information Technologies, ed. Marius Crisan, pp. 413–423, Intech. Croatia. 2010.

Barry, R. J., De Blasio, F. M., “EEG frequency PCA in EEG-ERP dynamics,” Psychophysiology, 55(5), e13042., pp. 1–12, Dec 2017.

D.-Y. Kim, J.-H. Lee, M.-H. Park, Y.-H. Chou, and Y-.O. Park, “Trends in brain wave signal and application technology”, Electronics and Telecommunications Trends, vol. 32, no. 2, pp. 19–28, Apr.2017.

K. Blinowska, P. Durka, “Electroencephalography (EEG)” in Wiley Encyclopedia of Biomedical Engineering, NJ, Hoboken:Wiley, Apr 2006.

Shelley, K. H., “Photoplethysmography: beyond the calculation of arterial oxygen saturation and heart rate,” Anesthesia & Analgesia, Vol. 105, No. 6, S31–S36, Dec 2007.

Alian, Aymen A., Kirk H. Shelley. “Photoplethysmography,” Best Practice & Research Clinical Anaesthesiology vol.28, no.4, pp. 395–406, Dec 2014.

M.-h. Kim, M.-C., Park, “Detection of Motion Artifact in PPG Signal using Convolutional Neural Network,” Journal of Digital Contents Society. vol. 20, no. 2, pp. 335–361, Feb 2019.

D.-G. Oh, B.-S. Min, S.-O. Kwon, and H.-J. Kim, “Effective PPG Signal Processing Method for Detecting Emotional Stimulus,” The Journal of Korean Institute of Communications and Information Sciences, vol. 37, no. 5C, pp. 393–402, May 2012.

J.-Y. Park, C.-J. Lee, “Principal Component Analysis Based Method for a Fault Diagnosis Model DAMADICS Process,” Journal of the Korean Society of Safety, vol. 32, no. 41, pp. 35–41, Aug 2016.

S.-Y. Kim, ed., “chi-squared test,” in Fundamentals of statistics, ed. S.-Y. Kim, pp. 212–216, Hak-Ji-Sa, Seoul, 2007.

Jolliffe, I., ed., Principal component analysis, Springer-Verlag, Berlin, 2011.

McHugh, M. L, “The chi-square test of independence”, Biochemia medica: Biochemia medica, Vol. 23, No. 2, pp. 143–149, Apr 2013.

Bradley, D. R., and Cutcomb, S., “Monte Carlo simulations and the chi-square test of independence”, Behavior Research Methods & Instrumentation, Vol. 9, No. 2, pp. 193–201, Mar 1977.

Robert S. Kennedy, Norman E. Lane, Kevin S. Berbaum and Michael G. Lilienthal, “Simulator sickness questionnaire: An enhanced method for quantifying simulator sickness,” The international journal of aviation psychology, Vol. 3, No. 3, pp. 203–220, Nov 2009.

Apperley, Thomas H. “Genre and game studies: Toward a critical approach to video game genres,” Simulation & Gaming, Vol. 37, No. 1, pp. 6–23, Mar 2006.

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Published

2022-08-18

How to Cite

Oh, G.-S. ., Jeong, W.-J. ., Cho, S.-J. ., & Oh, S.-H. . (2022). Parsimonious Approach to in Analyzing Brainwaves for VR Users. Journal of Web Engineering, 21(05), 1651–1670. https://doi.org/10.13052/jwe1540-9589.21511

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Section

SPECIAL ISSUE ON Future Multimedia Contents and Technology on Web in the 5G Era