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Extending context spaces theory by proactive adaptation
Luleå tekniska universitet, Institutionen för system- och rymdteknik, Datavetenskap.
Luleå tekniska universitet, Institutionen för system- och rymdteknik, Datavetenskap.ORCID-id: 0000-0003-1990-5734
2010 (engelsk)Inngår i: 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, s. 1-12Konferansepaper, Publicerat paper (Fagfellevurdert)
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

sted, utgiver, år, opplag, sider
Encyclopedia of Global Archaeology/Springer Verlag, 2010. s. 1-12
Serie
Lecture Notes in Computer Science, ISSN 0302-9743 ; 6294
HSV kategori
Forskningsprogram
Distribuerade datorsystem
Identifikatorer
URN: urn:nbn:se:ltu:diva-31316DOI: 10.1007/978-3-642-14891-0_1Scopus ID: 2-s2.0-78649829330Lokal ID: 575f7bf0-c4be-11df-a707-000ea68e967bISBN: 978-3-642-14890-3 (tryckt)OAI: oai:DiVA.org:ltu-31316DiVA, id: diva2:1004549
Konferanse
Conference on Smart Spaces : 23/08/2010 - 25/08/2010
Merknad
Validerad; 2010; 20100920 (andbra)Tilgjengelig fra: 2016-09-30 Laget: 2016-09-30 Sist oppdatert: 2018-07-10bibliografisk kontrollert

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Boytsov, AndreyZaslavsky, Arkady

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