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EdgeFlow: Open-Source Multi-layer Data Flow Processing in Edge Computing for 5G and Beyond

机译:EdgeFlow:边缘计算的开源多层数据流处理5G及更高

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摘要

Edge computing has evolved to be a promising avenue to enhance the systemcomputing capability by offloading processing tasks from the cloud to edgedevices. In this paper, we propose a multi- layer edge computing frameworkcalled EdgeFlow. In this framework, different nodes ranging from edge devicesto cloud data centers are categorized into corresponding layers and cooperatetogether for data processing. With the help of EdgeFlow, one can balance thetrade-off between computing and communication capability so that the tasks areassigned to each layer optimally. At the same time, resources are carefullyallocated throughout the whole network to mitigate performance fluctuation. Theproposed open-source data flow processing framework is implemented on aplatform that can emulate various computing nodes in multiple layers andcorresponding network connections. Evaluated on a mobile sensing scenario,EdgeFlow can significantly reduce task finish time and is more tolerant torun-time variation, compared to traditional cloud computing and the pure edgecomputing approach. Potential applications of EdgeFlow, including networkfunction visualization, Internet of Things, and vehicular networks, are alsodiscussed in the end of this work.
机译:边缘计算已经发展为一个有希望的途径,通过将处理任务从云卸载到edgedevices来增强系统构造能力。在本文中,我们提出了一个多层边缘计算FrameworkCalled EdgeFlow。在此框架中,不同的节点范围从边缘Devicesto云数据中心分类为相应的图层和协作,用于数据处理。在EdgeFlow的帮助下,可以在计算和通信功能之间平衡theTress-off,使得任务在最佳地侧向每个层。与此同时,整个网络整理都会分配资源,以减轻性能波动。在APLATFORM上实现了所备份的开源数据流处理框架,其可以在多个层和相应的网络连接中模拟各种计算节点。在移动感测场景中评估,与传统的云计算和纯EDGecupputing方法相比,EdgeFlow可以显着降低任务完成时间,并且更具宽容的托管时间变化。 EdgeFlow的潜在应用,包括网络功能可视化,事物互联网和车辆网络,是在这项工作结束时的Alsodismussed。

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