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Extending context spaces theory by proactive adaptation
Luleå University of Technology, Department of Computer Science, Electrical and Space Engineering, Computer Science.
Luleå University of Technology, Department of Computer Science, Electrical and Space Engineering, Computer Science.ORCID iD: 0000-0003-1990-5734
2010 (English)In: Smart spaces and next generation Wired/Wireless networking: third Conference on Smart Spaces, ruSMART 2010, and 10th international conference, NEW2AN 2010, St. Petersburg, Russia, August 23-25, 2010 ; proceedings / [ed] Sergey Balandin; Roman Dunaytsev; Yevgeni Koucheryavy, Encyclopedia of Global Archaeology/Springer Verlag, 2010, p. 1-12Conference paper, Published paper (Refereed)
Abstract [en]

Context awareness is one of the core features of pervasive computing systems. Pervasive systems can also be improved by smart application of context prediction. This paper addresses subsequent challenge of how to act according to predicted context in order to strengthen the system. Novel reinforcement learning based architecture is proposed to overcome the drawbacks of existing approaches to proactive adaptation. Context spaces theory is used as an example of how existing context awareness systems can be enhanced to achieve proactive adaptation. This recently developed theory addresses problems related to sensors uncertainty and high-level situation reasoning and it can be enhanced to achieve efficient proactive adaptation as well. This article also discusses implementation options and possible testbed to evaluate the solutions

Place, publisher, year, edition, pages
Encyclopedia of Global Archaeology/Springer Verlag, 2010. p. 1-12
Series
Lecture Notes in Computer Science, ISSN 0302-9743 ; 6294
National Category
Media and Communication Technology
Research subject
Mobile and Pervasive Computing
Identifiers
URN: urn:nbn:se:ltu:diva-31316DOI: 10.1007/978-3-642-14891-0_1Scopus ID: 2-s2.0-78649829330Local ID: 575f7bf0-c4be-11df-a707-000ea68e967bISBN: 978-3-642-14890-3 (print)OAI: oai:DiVA.org:ltu-31316DiVA, id: diva2:1004549
Conference
Conference on Smart Spaces : 23/08/2010 - 25/08/2010
Note
Validerad; 2010; 20100920 (andbra)Available from: 2016-09-30 Created: 2016-09-30 Last updated: 2018-07-10Bibliographically approved

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Boytsov, AndreyZaslavsky, Arkady

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