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International Journal of Information Technology & Computer Science ( IJITCS )

Abstract :

 The definition of "Smart Home" is a total information technology service provider or a total solution provider for users in home and buildings, not just a network connection.  Nowadays, we are living in the era of "Ubiquitous age" which people and products are connected by internet and exchange information of one's own accord. Therefore Smart Home has more important features and roles in the future. To provide accurate smart service to users while adapting to the frequently changing conditions, it is necessary to apply SOM(Self-Organizing Map) algorithm which correspond to the user's intend and his/her semantic-context information. Additionally it needs to support maximum service in the limited infrastructure (miMS: minimum infrastructure Maximum Service).   In this context, the paper designs a SOM based smart home solution which provides customized service to users by extracting sensor data from different home devices in the different environment.

Keywords :

: awareness; Self-organizing Map; Smart Home; Personalization Service;

References :

  1. S. Hyun Sook, P. Kyoung Sook, C. Hwan Mook, “A Study on a Dynamic Reasoning Using Self-Organizing Neural Network,”Korean Institute of Information Scientists and Engineers, vol. 21, no. 1, pp. 929-932, 1994.
  2. G. Chen and D. Kotz, “A survey of context-aware mobile computing research,” Technical Report TR2000-381, Dartmouth College Hanover NH, 2000.
  3. B. Schilit, N. Adams, “Want, R.: Context-aware computing applications,” Proceedings of IEEE Workshop on Mobile Computing Systems and Applications IEEE Computer Society Press, pp. 85-90, 1994.
  4. A. K. Dey, G. D. Abowd, “Towards a Better Understanding of context and context-awareness,” Technical Report GIT-GVU-99-22, Institute of Technology College of Computing, 1999.
  5. A. Schmidt, “Advanced interaction in context,” Proceedings of First International Symposium on Handheld and Ubiquitous Computing. HUC’99 Springer Verlag, pp. 89-101, 1999.
  6. T. Kohonen, “Self-organizing formation of topologically correct feature maps,” Biological Cybernetics, vol. 42, no. 1, pp. 59-69, 1982.
  7. T. Kohonen, “Self-Organization and Associative Memory,” Springer-Verlag, Berlin, third edition, 1989.
  8. H. Ritter, Thomas Martinetz and Klaus Schulten, “Neural Computation and Self-Organizing Maps: An introduction,” Addison-Wesley, New york, English translation from the German Edition, 1992.
  9. Y. Hujun and Nigel M. Allinson, “On the distribution and convergence of feature space in self-organizing maps,” Neural Computation, vol. 7, no. 6, pp. 1178-1187, 1998.
  10. Jianchang Mao and Anil K. Jain, “A self-organizing network for hyper ellipsoidal clustering(HEC),” IEEE Transactions on Neural Networks, TNN vol. 7, no. 1, pp. 16-29, 1996.
  11. A. Gersho, “Asymptotically optimal block quantization,” IEEE Trans. Inform. Theory, vol. IT-25, pp. 373–380, 1979.
  12. P. L. Zador, “Asymptotic quantization error of continuous signals and the quantization dimension,” IEEE Trans. Inform. Theory, vol. IT-28, pp. 139–149, 1982.
  13. H. Ritter, “Asymptotic level density for a class of vector quantization processes,” IEEE Trans. Neural Networks, vol. 2, pp. 173–175, 1991.
  14. T. Kohonen, “Comparison of SOM point densities based on different criteria,” Neural Comput., vol. 11, pp. 2171–2185, 1999.
  15. F. Murtagh, “Interpreting the Kohonen self-organizing map using conti-guity-constrained clustering,” Patt. Recognit. Lett., vol. 16, pp. 399–408, 1995.
  16. E. Boudaillier and G. Hebrail, “Interactive interpretation of hierarchical clustering,” Intell. Data Anal., vol. 2, no. 3, 1998.
  17. Min woo Son, “Research on Intelligent Home Network Middleware based on Context-Awareness for Personalization Service,” pp. 1-71, 2008.
  18. Anand Ranganathan and Roy H. Campbell, “A Middleware for Context-Aware Agent in Ubiquitous Computing Environments,” Middleware 2003, 2003.
  19. B.N. Schilit, M.M Theimer, “Disseminating active map information to mobile hosts,” Network, IEEE, vol. 8, no. 5, pp. 22 – 32, 1994.
  20. P. Korpipaa, J. Mantyjarvi, J. Kela, H. Keranen, E.J. Malm, “Managing context information in mobile devices,” Pervasive Computing, IEEE, vol. 2, no. 3, pp. 42-51, 2003.
  21. Intel: The Future is in 'User-Aware' Computing, ENTNEWS, http://www.entmag.com/news/article.asp?EditorialsID=688

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