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首页> 外文期刊>International journal of data mining, modelling and management >Proactive and reactive context reasoning architecture for smart web services
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Proactive and reactive context reasoning architecture for smart web services

机译:智能Web服务的主动和被动上下文推理架构

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摘要

The web of things (WoT) uses web technologies to connect embedded objects to each other and to deliver services to stakeholders. The context of these interactions (situation) is a key source of information which can be sometimes uncertain. In this paper, we focus on the development of intelligent web services. The main requirements for intelligent service are to deal with context diversity, semantic context representation and the capacity to reason with uncertain information. From this perspective, we propose a framework for intelligent services to deal with various contexts, to reactively respond to real-time situations and proactively predict future situations. For the semantic representation of context, we use PR-OWL, a probabilistic ontology based on multi-entity Bayesian networks. PR-OWL is flexible enough to represent complex and uncertain contexts. We validate our framework with an intelligent plant watering use case to show its reasoning capabilities.
机译:物联网(WoT)使用Web技术将嵌入式对象彼此连接并向利益相关者提供服务。这些交互作用(状况)的上下文是有时可能不确定的关键信息来源。在本文中,我们专注于智能Web服务的开发。智能服务的主要要求是处理上下文多样性,语义上下文表示以及具有不确定信息的推理能力。从这个角度出发,我们提出了一种智能服务的框架,以处理各种情况,以对实时情况做出反应并主动预测未来情况。对于上下文的语义表示,我们使用PR-OWL,这是一种基于多实体贝叶斯网络的概率本体。 PR-OWL足够灵活,可以表示复杂和不确定的上下文。我们使用智能植物浇水用例来验证我们的框架,以显示其推理能力。

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