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IoT-Lite: a lightweight semantic model for the internet of things and its use with dynamic semantics

机译:IoT-Lite:物联网的轻量级语义模型及其在动态语义中的使用

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Over the past few years, the semantics community has developed several ontologies to describe concepts and relationships for internet of things (IoT) applications. A key problem is that most of the IoT-related semantic descriptions are not as widely adopted as expected. One of the main concerns of users and developers is that semantic techniques increase the complexity and processing time, and therefore, they are unsuitable for dynamic and responsive environments such as the IoT. To address this concern, we propose IoT-Lite, an instantiation of the semantic sensor network ontology to describe key IoT concepts allowing interoperability and discovery of sensory data in heterogeneous IoT platforms by a lightweight semantics. We propose 10 rules for good and scalable semantic model design and follow them to create IoT-Lite. We also demonstrate the scalability of IoT-Lite by providing some experimental analysis and assess IoT-Lite against another solution in terms of round trip time performance for query-response times. We have linked IoT-Lite with stream annotation ontology, to allow queries over stream data annotations, and we have also added dynamic semantics in the form of MathML annotations to IoT-Lite. Dynamic semantics allows the annotation of spatio-temporal values, reducing storage requirements and therefore the response time for queries. Dynamic semantics stores mathematical formulas to recover estimated values when actual values are missing.
机译:在过去的几年中,语义社区已经开发了几种本体来描述物联网(IoT)应用程序的概念和关系。一个关键问题是,大多数与物联网相关的语义描述并未像预期的那样被广泛采用。用户和开发人员主要关注的问题之一是语义技术会增加复杂性和处理时间,因此,它们不适用于动态和响应性环境(如IoT)。为了解决这个问题,我们提出了IoT-Lite,这是语义传感器网络本体的实例,用于描述关键的IoT概念,从而可以通过轻量级语义在异构IoT平台中实现互操作性和发现传感数据。我们提出了10条规则,以实现良好且可扩展的语义模型设计,并遵循它们创建IoT-Lite。我们还通过提供一些实验分析来证明IoT-Lite的可扩展性,并针对查询响应时间的往返时间性能,对照另一个解决方案评估IoT-Lite。我们已经将IoT-Lite与流注释本体链接在一起,以允许对流数据注释进行查询,并且还以MathML注释的形式向IoT-Lite添加了动态语义。动态语义允许对时空值进行注释,从而减少了存储需求,从而减少了查询的响应时间。动态语义存储数学公式,以在缺少实际值时恢复估计值。

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