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Applications of multimodal physical (IoT), cyber and social data for reliable and actionable insights

机译:多模式物理(IoT),网络和社交数据的应用可提供可靠且可行的见解

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Physical objects with embedded sensors are increasingly being networked together using wireless and internet technologies to form Internet of Things (IoT). However, early applications that rely on IoT data fail to provide comprehensive situational awareness. This often requires combining physical (i.e., IoT) data with social data created by humans on the Web and increasingly on their mobile phones (i.e., citizen sensing) as well as other data such as structured open data and background knowledge available on the Web (i.e., cyber data and knowledge). In this paper, we explore how integration and analysis of multimodal physical-cybersocial data can support advanced applications and enrich human experience. Specifically, we illustrate the complementary role played by sensor and social data, often intermediated by other Web based data and knowledge, using real-world examples in the domain of situational awareness, traffic monitoring, and healthcare. We also show how semantic techniques and technologies support critical data interoperability needs, advanced computation capabilities including reasoning, and significantly enhance our ability to exploit growing amount of data from the proliferation of Internet of Things.
机译:具有嵌入式传感器的物理对象越来越多地使用无线和Internet技术联网在一起,以形成物联网(IoT)。但是,依赖物联网数据的早期应用程序无法提供全面的态势感知。这通常需要将物理(即IoT)数据与人类在Web上创建的社交数据以及越来越多地在其移动电话(即市民感知)上创建的社交数据以及Web上可用的其他数据(例如结构化开放数据和背景知识)相结合(即网络数据和知识)。在本文中,我们探讨了多模式物理网络社会数据的集成和分析如何支持高级应用程序并丰富人类经验。具体来说,我们使用情境感知,交通监控和医疗保健领域中的实际示例,说明传感器和社交数据(通常与其他基于Web的数据和知识之间的中介)所起的互补作用。我们还将展示语义技术和技术如何支持关键的数据互操作性需求,包括推理在内的高级计算功能,以及如何显着增强我们从物联网扩散中利用不断增长的数据量的能力。

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