Real time air quality monitoring with fog computing enabled IoT system: an experimental study

Kemal Cagri Serdaroglu, S. Baydere, Boonyarith Saovapakhiran
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引用次数: 2

Abstract

Fog computing has the benefits to handle and reduce data traffic load towards the central cloud in IoT systems. These benefits are facilitated with the help of offloaded fog services that participate in the decision making processes. Besides, fog-based systems have the potential to mitigate scalability bottlenecks that occur in cloud-based systems. In this study, we elaborate on fog based design for a scalable real time air quality monitoring and alert generation system. We established an emulation test bed with real data collected from air quality sensing nodes deployed around Bangkok and vicinity areas to understand the behavior of the proposed solution in terms of waiting time characteristics. We analyzed the performance of the system in two design scenarios; first scenario is built with the proposed fog solution and the second one is the cloud-based approach. We present the performance results revealing the advantages of the proposed model, for the number of air box nodes scaling up to 120 and the number of client nodes up to 200.
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基于雾计算的物联网系统的实时空气质量监测:一项实验性研究
雾计算在处理和减少物联网系统中流向中央云的数据流量负载方面具有优势。在参与决策过程的卸载雾服务的帮助下,这些优势得以实现。此外,基于雾的系统有可能缓解基于云的系统中出现的可伸缩性瓶颈。在本研究中,我们详细阐述了基于雾的可扩展实时空气质量监测和警报生成系统的设计。我们建立了一个仿真试验台,利用部署在曼谷及周边地区的空气质量传感节点收集的真实数据,了解所提出的解决方案在等待时间特征方面的行为。分析了系统在两种设计场景下的性能;第一个场景是使用提出的雾解决方案构建的,第二个场景是基于云的方法。我们展示的性能结果揭示了所提出模型的优势,当空气箱节点数量扩展到120个,客户端节点数量增加到200个时。
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