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INTEGRATION OF 3D CITY MODEL AND SENSOR OBSERVATIONS BASED ON INTERNATIONAL OPEN STANDARDS

机译:基于国际开放标准的3D城市模型与传感器观测的集成

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Smart cities effectively integrates human, physical and digital systems operating in the built environment to provide automatic and efficient applications. While 3D city and landscape modelling. Internet of Things (IoT). and domain models are essential techniques of smart cities, the integration of IoT sensor observations and 3D city models is a central information backbone for smart city cyber-infrastructures. However, we argue that most of the existing solutions integrating 3D city models and sensor observations are usually customized and lack of interoperability. In order to improve the interoperability between smart city modules, this study first utilizes 3D city model and IoT web service open standards, and then analyzes integration strategies as well as their pros and cons. In general, we have identified three main strategies: (1) embeddedness approach. (2) external reference approach, and (3) external join approach. These strategies are implemented by integrating the Open Geospatial Consortium (OGC) CityGML and IndoorGML 3D city models and the OGC SensorThings API web service. As the CityGML and IndoorGML models provide 3D building geometry for visualization and indoor networks for navigation, the SensorThings API service provides sensor observations from IoT devices. Finally, based on the implementation, the advantages and disadvantages of each strategy are analyzed by comparing their data sizes and display performance.
机译:智慧城市有效地集成了在已构建环境中运行的人类,物理和数字系统,以提供自动和高效的应用程序。同时进行3D城市和景观建模。物联网(IoT)。领域模型是智慧城市的基本技术,物联网传感器观测和3D城市模型的集成是智慧城市网络基础设施的主要信息骨干。但是,我们认为集成了3D城市模型和传感器观测结果的大多数现有解决方案通常都是自定义的,并且缺乏互操作性。为了提高智能城市模块之间的互操作性,本研究首先利用3D城市模型和IoT Web服务开放标准,然后分析集成策略以及它们的优缺点。总的来说,我们确定了三种主要策略:(1)嵌入方法。 (2)外部参照方法,和(3)外部联接方法。通过集成开放地理空间联盟(OGC)CityGML和IndoorGML 3D城市模型以及OGC SensorThings API Web服务来实现这些策略。由于CityGML和IndoorGML模型提供用于可视化的3D建筑几何结构和用于导航的室内网络,因此SensorThings API服务可从IoT设备提供传感器观测结果。最后,在实现的基础上,通过比较每种策略的数据大小和显示性能来分析每种策略的优缺点。

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