节点文献

基于RFID的上下文感知若干关键技术研究

Research on Some Key Techniques of Context-aware Based on RFID

【作者】 邹文

【导师】 王斌;

【作者基本信息】 中南大学 , 计算机科学与技术, 2011, 硕士

【摘要】 随着信息技术、计算技术的发展,计算模式正发生着深刻的变革,已经逐渐从传统分布式移动计算发展到普适计算模式。普适计算的本质特征是融合物理空间和信息空间,为人提供透明的、无处不在的服务。本文研究的是普适计算环境的一个重要分支领域——上下文感知计算。上下文感知计算对于实现普适计算是至关重要的。在普适计算的背景下,本文首先分析和研究了现有上下文感知计算的理论和相关关键技术,包括上下文建模方法,上下文推理研究现状,上下文存储以及上下文感知系统框架研究现状,总结了这些研究和技术的成果与不足之处。然后,本文提出了基于RFID的本体上下文模型,模型采用层次化的建模方式,上下文本体按领域进行划分,对各种不同类型的上下文采用统一的格式管理,实例证明该模型能够快速地构建上下文感知系统最基本需求的领域本体。在此基础上,提出了RFID上下文感知服务模型框架,该框架包括底层通信环境、上下文感知中间件层、上下文服务层,详细阐述了框架中各模块的功能以及相互间的联系。然后用两个应用实例对本体上下文模型和服务模型进行进一步阐述和验证。最后在研究分析了现有无线环境下的缓存置换算法后,提出了种适合于普适计算环境的上下文缓存置换算法——RCRA。算法根据上下文未来被访问的概率、上下文历史访问频率、上下文新鲜度等加权来判断上下文的价值,当有新的上下文需要加入缓冲池或缓冲池己满有必要对上下文缓冲池进行清理时,以上下文价值为依据决定是否将上下文剔除出缓存池。通过实验将RCRA和LRU对比从三个方面证明RCRA的命中率得到了很大提高。

【Abstract】 With the rapid development of the information and computing technology, the computing mode is also undergoing profound reform. The computing model has gradually developed from the traditional distributed mobile computing to pervasive computing model. The essential characteristic of pervasive computing is the integration of physical space and information space, which provides transparent and ubiquitous services for people. In this thesis, we mainly concern on context-aware computing? an important branch of pervasive computing. Context-aware computing is crucial to the realization of pervasive computing.In the background of pervasive computing, this thesis firstly summarizes and analyzes the research satus of context-aware computing including context modeling methods, context reasoning, context storing and context-aware system framework.Then this thesis proposes an ontology context model based on RFID. The model uses hierarchical modeling method. Context ontologies are categorized by field and managed using unified format. The experimental results show that the model can rapidly build domain ontology for the context-aware system.On that basis, this thesis gives a RFID based context-aware service framework. It includes underlying communication environment layer, context-aware middleware layer and service layer. The function of each module in the framework and the relationships between modules are elaborated. Then two examples are given to illustrate the context model and service model further.Based on the analysis and research of the existing caching replacement algorithms under wireless environment, this thesis proposes a context caching replacement algorithm RCRA which is suitable for pervasive computing environment. In the algorithm, the value of the context is determined by its access probability, history access frequency and freshness. When new context is to be added into the cache or the cache is full, the algorithm removes context from the cache based on the value of the context. Finally, experiments are carried out to compare RCRA with LRU. The result shows that the RCRA improves the hit rate of the cache.

  • 【网络出版投稿人】 中南大学
  • 【网络出版年期】2012年 01期
节点文献中: 

本文链接的文献网络图示:

本文的引文网络