KIPS Transactions on Software and Data Engineering (정보처리학회논문지:소프트웨어 및 데이터공학)

Korea Information Processing Society (한국정보처리학회)
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Heterogeneous Sensor Data Acquisition Model for Providing Healthcare Services in IoT Environments

IoT 환경에서 헬스케어 서비스 제공을 위한 이기종 센서데이터 수집 모델

  • Received : 2016.11.02
  • Accepted : 2016.12.08
  • Published : 2017.02.28
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Abstract

In order to provide healthcare services based on context-awareness techniques in IoT environments, a system requires to collect user profile and environmental information. To collect environmental information, accessing sensor device and gathering sensor data should be proceeded. Although this process is necessary to build environmental information, there is no proper sensor data acquisition model. In this paper, we propose sensor data acquisition model that contains schema to connect each device and to collect various kinds of data from sensor device at one point. In experiment, we demonstrate sensor data acquisition procedures with a description following suggested scheme.

IoT 환경에서 상황인지 기반 헬스케어 서비스를 제공하기 위해서는 사용자의 건강정보와 주변 환경정보가 필요하다. 환경정보를 구성하기 위해서는 센서데이터를 수집해야 하며, 효과적으로 센서데이터를 수집하기 위해서는 이기종 센서기기의 접근 및 다양한 센서데이터 타입을 일관적으로 처리하기 위한 모델이 필요하다. 센서데이터 수집은 환경정보를 구성하기 위해 선행되어야 하는 과정이며, 이를 통합 처리하기 위한 수집 모델은 아직까지 제안되지 않고 있다. 본 논문에서는 센서데이터의 일관된 수집 및 처리를 위한 이기종 센서데이터 수집 모델을 제안한다. 제안하는 모델은 센서기기 수준에 접근하기 위한 접근정보가 담긴 수집 스키마를 가지며, 제안하는 모델을 통해 이기종 기기의 센서데이터를 일관되게 수집하여 환경정보를 제공할 수 있다. 실험에서는 이기종 센서기기에 접근하기 위한 접근정보와 수집데이터를 명시한 입력 자료를 바탕으로 센서기기에 접근하여 데이터를 수집하는 과정을 보인다.

Keywords

References

  1. M. M. Baig, H. Gholamhosseini, and M. J. Connolly, "A comprehensive survey of wearable and wireless ECG monitoring systems for older adults," Medical & Biological Engineering & Computing, Vol.51, Issue 5, pp.485-495, 2013. https://doi.org/10.1007/s11517-012-1021-6
  2. Z. Ji, X. Zhang, I. Ganchev, and M. O'Droma, "A personalized middleware for ubiquitous mHealth services," 14th IEEE International Conference on e-Health Networking, Applications and Services(Healthcom), pp.474-476, 2012.
  3. M. F. Drummond, M. J. Sculpher, K. Claxton, G. L. Stoddart, and G. W. Torrance, "Method for the Economic Evaluation of Health Care Programmes," 4th ed., Oxford university press, 2015.
  4. P. Costa, B. Goncalves, and L. M. Botelho, "Context-Awareness System," in CASCOM: Intelligent Service Coordination in the Semantic Web. Birkhauser Basel., pp.289-308. 2008.
  5. Ozgur Yurur, Chi. Harold Liu, Zhengguo Sheng, Victor C. M. Leung, Wilfrido Moreno, and Kin K. Leung, "Context-awareness for mobile sensing: a survey and future directions," IEEE Communications Surveys & Tutorials, Vol.18, Issue 1, pp.68-93, 2014. https://doi.org/10.1109/COMST.2014.2381246
  6. M. Weiser, "The Computer for the 21st century," in Scientific American, Ed., New York: Warner Books Inc., pp.94-104, 1991.
  7. R. Want and A. Hopper, "Active badges and personal interactive computing objects," IEEE Transactions on Consumer Electronics, Vol.38, Issue 1, pp.10-20, 1992. https://doi.org/10.1109/30.125076
  8. C. Perera, A. Zaslavsky, P. Christen, and D. Georgakopoulos, "Context Aware Computing for the Internet of Things: A Survey," IEEE Communications Surveys & Tutorials, Vol.16, Issue 1, pp.414-454, 2014. https://doi.org/10.1109/SURV.2013.042313.00197
  9. C. Bettinin, O. Brdiczka, K. Henricksen, J. Indulska, D. Nicklas, A. Ranganathan, and D. Riboni, "A Survey of context modeling and reasoning techniques," Pervasive and Mobile Computing, Vol.6, Issue 2, pp.161-180, 2009. https://doi.org/10.1016/j.pmcj.2009.06.002
  10. O. Yurur, C. H. Liu, and W. Moreno, "A survey of context-aware middleware designs for human activity recognition," IEEE Communications Magazine, Vol.52, Issue 6, pp.24-31, 2014. https://doi.org/10.1109/MCOM.2014.6829941
  11. J. A. Stankovic, "When Sensor and Actuator Networks Cover the World," ETRI Journal, Vol.30, No.5, pp.627-633, 2008. https://doi.org/10.4218/etrij.08.1308.0099
  12. T. Strang and C. Linnhoff-Popien, "A Context Modeling Survey," First International Workshop on Advanced context Modelling, Reasoning and Management, UbiComp, 2004.
  13. K. Henricsen, J. Indulska, and A. Rakotonirainy, "Modeling context information in pervasive computing systems," The 1st International Conference on Pervasive Computing Systems, Vol.2414, Springer Verlag, 2002.
  14. B. Schilit, N. Adams, and R. Want, "Context-Aware Computing Applications," WMCSA, First Workshop on Mibile Computing Systems and Applications, pp.85-90, 1994.
  15. S. N. A. U. Nambi, C. Sarkar, R. V. Prasad, and A. Rahim, "A unified semantic knowledge base for IoT," IEEE World Forum on Internet of Things(WF-IoT), pp.575-580, 2014.
  16. M. Knappmeyer, S. L. Kiani, C. Fra, B. Moltchanov, and N. Baker, "ContextML: A Light-Weight Context Representation and Context Management Schema," 5th IEEE International Symposium on Wireless Pervasive Computing, pp.367-372, 2010.
  17. A. Schmidt, M. Beigl, and H. Gellersen, "There is more to Context than Location," Computers & Graphics, Vol.23, No.6, pp.893-901, 1999. https://doi.org/10.1016/S0097-8493(99)00120-X
  18. P. Korpip and J. Mntyjrvi, "An Ontology for Mobile Device Sensor-Based Context Awareness," Modeling and Using Context: Proc. 4th Int'l and Interdisciplinary Conference, pp. 451-458, 2003.
  19. K. Wongpatikaseree, M. Ikeda, M. Buranarach, T. Supnithi, A. O. Lim, and Y. Tan, "Activity Recognition Using Context-Aware Infrastructure Ontology in Smart Home Domain," Knowledge, Information and Creativity Support Systems (KICSS), Proc. 7th Int'l Conference, IEEE, 2012.
  20. S. Decker, S. Melnic, F. van Harmelen, D. Fensel, M. Klein, J. Broekstra, M. Erdmann, and I. Horrocks, "The Semantic Web: The roles of XML and RDF," IEEE Internet Computing, pp.63-74, 2000.
  21. I. Horrocks, P. F. Patel-Schneider, and F. van Harmelen, "From SHIQ and RDF to OWL: The making of a Web Ontology Language," Services and agents on the World Wide Web, Science, Vol.1, No.1, pp.7-26, 2003. https://doi.org/10.1016/j.websem.2003.07.001
  22. I. Horrocks, P. F. Patel-Schneider, H. Boley, S. Tabet, B. Grosof, and M. Dean, "SWRL: A Semantic Web Rule Language Combining OWL and RuleML," W3C Member submission, 2004.
  23. oneM2M [Internet], http://www.onem2m.org.
  24. A. Pappas, S. Hailes, and R. Giaffreda, "A design model for context-aware services based on primitive contexts," First International Workshop on Advanced context Modelling, Reasoning and Management, UbiComp, 2004.