Ontology-based context-aware middleware for smart spaces | |
Qin Weijun ; Shi Yuanchun ; Suo Yue | |
2010-05-06 ; 2010-05-06 | |
关键词 | Practical Theoretical or Mathematical/ Bayes methods Internet middleware ontologies (artificial intelligence)/ ontology-based context-aware middleware smart spaces human-centric intelligent behavior agent-based middleware context acquisition formal context model first order probabilistic logic Web ontology language knowledge sharing context inference mechanism extended Bayesian network deductive reasoning context reasoning algorithm/ B6210L Computer communications B0240Z Other topics in statistics C5620W Other computer networks C1140Z Other topics in statistics C6170K Knowledge engineering techniques |
中文摘要 | Context-awareness enhances human-centric, intelligent behavior in a smart environment; however, context-awareness is not widely used due to the lack of effective infrastructure to support context-aware applications. This paper presents an agent-based middleware for providing context-aware services for smart spaces to afford effective support for context acquisition, representation, interpretation, and utilization to applications. The middleware uses a formal context model, which combines first order probabilistic logic (FOPL) and Web ontology language (OWL) ontologies, to provide a common understanding of contextual information to facilitate context modeling and reasoning about imperfect and ambiguous contextual information and to enable context knowledge sharing and reuse. A context inference mechanism based on an extended Bayesian network approach is used to enable automated reactive and deductive reasoning. The middleware is used in a case study in a smart classroom, and performance evaluation result shows that the context reasoning algorithm is good for non-time-critical applications and that the complexity is highly sensitive to the size of the context dataset. |
语种 | 英语 ; 英语 |
出版者 | Tsinghua University Press ; China |
内容类型 | 期刊论文 |
源URL | [http://hdl.handle.net/123456789/9817] ![]() |
专题 | 清华大学 |
推荐引用方式 GB/T 7714 | Qin Weijun,Shi Yuanchun,Suo Yue. Ontology-based context-aware middleware for smart spaces[J],2010, 2010. |
APA | Qin Weijun,Shi Yuanchun,&Suo Yue.(2010).Ontology-based context-aware middleware for smart spaces.. |
MLA | Qin Weijun,et al."Ontology-based context-aware middleware for smart spaces".(2010). |
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