Abstract
Smart spaces provide services that support users in their daily lives. This requires the smart spaces to recognize the situations and adapt to them. Identifying the situation and adjustment to it in the physical environment has attracted lots of research, but recognition and adaptation at the meta-level has not been studied much. We refer with meta-level recognition and adaptation, that is, with metacognitive functionality, to evaluating the decisions made by the smart space and to adapting the decision making to maximize user experience. The main objective of this PhD work is to equip smart spaces with metacognitive functionality and the expected main contribution is a general framework for Metacognitive Smart Spaces (MSS).
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Preview
Unable to display preview. Download preview PDF.
References
McBurney, S., Papadopoulou, E., Taylor, N., Williams, H.: Adapting Pervasive Environments through Machine Learning and Dynamic Personalization. In: International Symposium on Parallel and Distributed Processing with Applications, pp. 395–402. IEEE Computer Society, Los Alamitos (2008)
Cox, M.: Metacognition in computation: A selected research review. Artif. Intell. 169(2), 104–141 (2005)
Cox, M., Raja, A.: Metareasoning: a manifesto. In: Metareasoning: Thinking about Thinking workshop held within 23 AAAI Conference on Artificial Intelligence (2008)
Schmidt, A., Kranz, M., Holleis, P.: Interacting with the ubiquitous computer: towards embedding interaction. In: The 2005 Joint Conference on Smart Objects and Ambient Intelligence: Innovative Context-Aware Services: Usages and Technologies (sOc-EUSAI 2005), pp. 147–152. ACM, New York (2005)
Wu, C.-L., Fu, L.-C.: Analysis and evaluation of system integration models for human-system interaction in UbiComp environments. In: The 2nd Conference on Human System Interactions, pp. 672–678. IEEE Computer Society, Washington (2009)
Salehie, M., Tahvildari, L.: Self-adaptive software: Landscape and research challenges. ACM Trans. Auton. Adapt. Syst. 4(2), Article 14, 42 pages (2009)
Roman, M., Hess, C., Cerqueira, R., Ranganathan, A., Campbell, R.H., Nahrstedt, K.: A Middleware Infrastructure for Active Spaces. IEEE Pervas. Comput. 1(4), 74–83 (2002)
Kang, K., Song, J., Kim, J., Park, H., Cho, W.-D.: USS Monitor: A Monitoring System for Collaborative Ubiquitous Computing Environment. IEEE T. Consum. Electr. 53(3), 911–916 (2007)
Lee, H.-N., Lim, S.-H., Kim, J.-H.: UMONS: Ubiquitous monitoring system in smart space. IEEE T. Consum. Electr. 55(3), 1056–1064 (2009)
White, M., Jennings, B., Osmani, V., van der Meer, S.: Context driven, user-centric access control for smart spaces. In: The IEE International Workshop on Intelligent Environments, pp. 13–19. Institution of Electrical Engineers, London (2005)
Xiang, P., Shi, Y.C.: Resource management based on personal service aggregations in smart spaces. In: Third IEEE Workshop on Software Technologies for Future Embedded and Ubiquitous Systems, pp. 39–42. IEEE Computer Society, Los Alamitos (2005)
Anderson, M.L., Oates, T.: A Review of Recent Research in Metareasoning and Metalearning. AI Magazine 28(1), 7–16 (2007)
Gouin-Vallerand, C., Abdulrazak, B., Giroux, S., Mokhtari, M.: Toward autonomic pervasive computing. In: Tenth International Conference on Information Integration and Web-based Applications and Services, pp. 673–676. ACM, New York (2008)
Ahmed, S., Ahmed, S.I., Sharmin, M., Hasan, C.S.: Self-healing for autonomic pervasive computing. In: Vasilakos, A.V., Parashar, M., Karnouskos, S., Pedrycz, W. (eds.) Autonomic Communication, pp. 285–305. Springer, Heidelberg (2009)
Trumler, W., Petzold, J., Bagci, F., Ungerer, T.: AMUN - autonomic middleware for ubiquitous environments applied to the smart doorplate project. In: International Conference on Autonomic Computing, pp. 274–275. IEEE Computer Society, Los Alamitos (2004)
Raja, A., Lesser, V.: Coordinating Agents’ Meta-level Control. In: AAAI 2008 Workshop on Metareasoning: Thinking about Thinking. AAAI Press (2008)
Kennedy, C.M.: Decentralized metacognition in context-aware autonomous systems: some key challenges. In: AAAI 2010 Workshop on Metacognition for Robust Social Systems (2010)
Cazenave, T.: Metarules to improve tactical Go knowledge. Inf. Sci. Inf. Comput. Sci. 154(3-4), 173–188 (2003)
Author information
Authors and Affiliations
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2012 Springer-Verlag Berlin Heidelberg
About this paper
Cite this paper
Gilman, E., Riekki, J. (2012). Smart Spaces: A Metacognitive Approach. In: Rautiainen, M., et al. Grid and Pervasive Computing Workshops. GPC 2011. Lecture Notes in Computer Science, vol 7096. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-27916-4_17
Download citation
DOI: https://doi.org/10.1007/978-3-642-27916-4_17
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-642-27915-7
Online ISBN: 978-3-642-27916-4
eBook Packages: Computer ScienceComputer Science (R0)