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Towards an IoT Platform with Edge Intelligence Capabilities

机译:迈向具有边缘智能功能的物联网平台

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A specific feature of the IoT systems consists in continuously generated data by sensors and smart devices, which makes necessary enabling real time pre-processing and filtering as close as possible to their location. To cope with this specificity, the intermediary architectural level of Fog computing has been considered for this class of systems. The paper presents a solution for implementing this architectural extension to a current, cloud-oriented pilot IoT platform. The theoretical background on which this solution is based includes as its main topics the Fog computing, the Edge analytics and the Publish/subscribe interaction model. Based on their analysis, the architecture extension requirements specific to each topic are detailed. The adopted approach combines features and functionalities of both content-based and topic-based publish/subscribe models, with the aim to promote Edge Analytics principles by moving computation closer to where data resides and providing required performance for data-in-motion analysis.
机译:物联网系统的一个特殊功能是由传感器和智能设备连续生成数据,这使得有必要在尽可能靠近其位置的位置进行实时预处理和过滤。为了应对这种特殊性,已经考虑了此类系统的Fog计算的中间体系结构级别。本文提出了一种解决方案,用于将这种体系结构扩展实施到当前的,面向云的试点物联网平台。此解决方案所基于的理论背景包括Fog计算,Edge分析和发布/订阅交互模型作为其主要主题。根据他们的分析,详细介绍了每个主题的体系结构扩展要求。所采用的方法结合了基于内容和基于主题的发布/订阅模型的特征和功能,旨在通过将计算移近数据所在位置并为移动数据分析提供所需的性能来推广Edge Analytics原理。

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