Browse > Article
http://dx.doi.org/10.9728/dcs.2018.19.9.1819

A Control Method of ASMR Contents through Attention and Meditation Detection Based on Internet of Things  

Kim, Minchang (Department of Information and Communication Engineering, Namseoul University)
Seo, Jeongwook (Department of Information and Communication Engineering, Namseoul University)
Publication Information
Journal of Digital Contents Society / v.19, no.9, 2018 , pp. 1819-1824 More about this Journal
Abstract
This paper proposes a control method of ASMR(autonomous sensory meridian response) contents to relieve user's stress and improve his attention. The proposed method measures EEG(electroencephalography), attention, meditation, and eyeblink data from an EEG device and sends them to an oneM2M-compliant IoT(internet of things) server platform through an Android IoT Application. Then a SVM(support vector machine) model is built to classify user's mental health status by using EEG, attention and meditation data collected in the server platform. The ASMR contents are controlled by the mental health status classified by a SVM model and the eyeblink data. When comparing the SVM models according to types of data used, the SVM model with attention and meditation data showed accuracy of 85.7%. It was verified that the proposed control algorithm of ASMR contents properly worked as the mental health status from the SVM model and the eyeblink data changed.
Keywords
Electroencephalography; Internet-of-Things; Machine Learning; Mental Health;
Citations & Related Records
Times Cited By KSCI : 1  (Citation Analysis)
연도 인용수 순위
1 M. S. Kalas, and B. F. Momin, "Stress detection and reduction using EEG signals."in Proceeding of International Conference on Electrical, Electronics, and Optimization Techniques (ICEEOT), Chennai, pp. 471-475, Mar. 2016.
2 H. K. Kim, K. S. Song, T. H. Roh and H. J. Yoo, "A 95% accurate EEG-gonnectome processor for a mental health monitoring system,"in Proceeding of 2015 IEEE Asian Solid-State Circuits Conference (A-SSCC), Xiamen, pp. 1-4, Nov. 2015.
3 OCEAN, Mobius Realese 2 Installation Guide, v2.0.0, 2017.
4 OCEAN, nCube:Thyme (Node.js) Developer Guide, V1.0, 2017.
5 S. H. Woo and S. H. Lee, "One-class Least Square Support Vector Machines," in Proceedings of the Korean Insitute of Information Scientists and Engineers, Vol. 29, pp. 559-561, Oct. 2002.
6 U. Y. Park and G. H. Kim, "A study on predicting construction cost of apartment housing projects based on support vector regression at the early project stage," The Journal of the Architectural Institute of Korea Structure & Construction, Vol. 23, No. 4, pp. 165-172, 2007.
7 K. S. Moon, "Academic Stress and Mental Health of Adolescents: The Role of Self-control and Emotion Regulation," The Journal of Korean Child Studies, Vol. 29 No. 5, pp. 285-299, Oct. 2008.
8 G.Harnois and P. Gabriel, "Mental Health and Work: Impact, Issues and Good Practices," World Health Organization, Jan. 2000.
9 C. E. R. Booc, C. M. D. S. Diego, M. L. Tee, J. D. L. Caro, "A mobile application for campus-based psychosocial wellness program." in Proceeding of 2016 IEEE 7th International Conference on Information, Intelligences, Systems & Applications (IISA), Chalkidiki, Dec. 2016.
10 M. F. Lee, and W. M. H. W. Adam, "A comparison study of methods to solve the mental health problem between the engineering and non-engineering students." in Proceeding of 2016 IEEE International Conference on Industrial Engineering and Engineering Management (IEEM), Bali, Dec. 2016.
11 H. K. Shin and J. Y. Chang, "The relationship among personality characteristics, gender, job-seeking stress and mental health in college seniors," The Journal of Korean Clinical Psychology, Vol. 22, No. 4 pp.815-827, 2003.
12 A. Alberdi, A. Aztiria, and A. Basarab, "Towards an automatic early stress recognition system for office environments based on multimodal measurements: A review," The Journal of Biomed Informatics, Vol. 59, pp. 49-75, Feb. 2016.   DOI
13 G. M. Kim, E. J. Kim, "The Effects of White Noise on Sleep Quality, Depression and Stress in University Students," J Korean Acad Soc Home Care Nurs, Vol. 24, No. 3, pp. 316-324, Dec. 2017.
14 L. Emma, Barratt, N. J. Davis, "Autonomous Sensory Meridian Response (ASMR): a flow-like mental state," PeerJ, 2015.
15 B. S. Hyeon, B. H. Yang and S. Z. Oah, "The Effects of noise - masking and Task complexity on Performance and Psychological responses," The Korean Journal Of Industrial And OrganizationalL Psychology, Vol. 15, No. 1, pp. 147-167, 2002.