Real-Time Analysis of Localization Data Streams for Ambient Intelligence Environments

Autor:	Kostas Magoutis, Dimitris Grammenos, Dimokritos Stamatakis
Rok vydání:	2011
Předmět:	Ambient intelligence Data stream mining Computer science Visitor pattern Scalability Data mining Query language computer.software_genre computer Personalization Rendering (computer graphics) Visualization
Zdroj:	Lecture Notes in Computer Science ISBN: 9783642251665 AmI
Popis:	In this paper we describe a novel methodology for performing real-time analysis of localization data streams produced by sensors embedded in ambient intelligence (AmI) environments. The methodology aims to handle different types of real-time events, detect interesting behavior in sequences of such events, and calculate statistical information using a scalable stream-processing engine (SPE) that executes continuous queries expressed in a stream-oriented query language. Key contributions of our approach are the integration of the Borealis SPE into a large-scale interactive museum exhibit system that tracks visitor positions through a number of cameras; the extension and customization of Borealis to support the types of real-time analysis useful in the context of the museum exhibit as well as in other AmI applications; and the integration with a visualization component responsible for rendering events received by the SPE in a variety of human readable forms.
Databáze:	OpenAIRE
Externí odkaz:	https://explore.openaire.eu/search/publication?articleId=doi_________::0d2ef72fc70a25ee717d478e5227b731 https://doi.org/10.1007/978-3-642-25167-2_10 Zobrazit plný text záznamu