Semantic interoperability in sensor applications making sense of sensor data

Paul Brandt, T. Basten, Sander Stuiik, Vinh T. Bui, P. D. Clercq, L. F. Pires, M. V. Sinderen
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引用次数: 20

Abstract

Much effort has been spent on the optimization of sensor networks, mainly concerning their performance and power efficiency. Furthermore, open communication protocols for the exchange of sensor data have been developed and widely adopted, making sensor data widely available for software applications. However, less attention has been given to the interoperability of sensor networks and sensor network applications at a semantic level. This hinders the reuse of sensor networks in different applications and the evolution of existing sensor networks and their applications. The main contribution of this paper is an ontology-based approach and architecture to address this problem. We developed an ontology that covers concepts regarding examinations as well as measurements, including the circumstances in which the examination and measurement have been performed. The underlying architecture secures a loose coupling at the semantic level to facilitate reuse and evolution. The ontology has the potential of supporting not only correct interpretation of sensor data, but also ensuring its appropriate use in accordance with the purpose of a given sensor network application. The ontology has been specialized and applied in a remote patient monitoring example, demonstrating the aforementioned potential in the e-health domain.
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传感器应用中的语义互操作性使传感器数据有意义
人们在传感器网络的优化方面做了大量的工作,主要涉及到传感器网络的性能和功率效率。此外,用于交换传感器数据的开放通信协议已经开发并被广泛采用,使传感器数据广泛用于软件应用程序。然而,在语义层面上对传感器网络和传感器网络应用的互操作性关注较少。这阻碍了传感器网络在不同应用中的重用和现有传感器网络及其应用的发展。本文的主要贡献是基于本体的方法和体系结构来解决这个问题。我们开发了一个本体,它涵盖了关于检查和度量的概念,包括执行检查和度量的环境。底层体系结构在语义级别确保松耦合,以促进重用和发展。本体不仅具有支持传感器数据的正确解释的潜力,而且还确保其根据给定传感器网络应用的目的适当使用。该本体已经被专门化并应用于远程患者监测示例中,展示了上述在电子卫生领域的潜力。
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Computational Intelligence in Healthcare FDT 2.0: Improving scalability of the fuzzy decision tree induction tool - integrating database storage. Semantic interoperability in sensor applications making sense of sensor data
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