Towards a Methodology for Benchmarking Edge Processing Frameworks

Pedro Silva, Alexandru Costan, Gabriel Antoniu
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引用次数: 7

Abstract

With the spectacular growth of the Internet of Things, edge processing emerged as a relevant means to offload data processing and analytics from centralized Clouds to the devices that serve as data sources (often provided with some processing capabilities). While a large plethora of frameworks for edge processing were recently proposed, the distributed systems community has no clear means today to discriminate between them. Some preliminary surveys exist, focusing on a feature-based comparison. We claim that a step further is needed, to enable a performance-based comparison. To this purpose, the definition of a benchmark is a necessity. In this short paper, we make a step towards the definition of a methodology for benchmarking Edge processing frameworks.
边缘处理框架的基准测试方法
随着物联网的迅猛发展,边缘处理成为将数据处理和分析从集中式云卸载到作为数据源的设备(通常提供一些处理功能)的相关手段。虽然最近提出了大量的边缘处理框架,但分布式系统社区目前还没有明确的方法来区分它们。一些初步调查已经存在,主要集中在基于特征的比较上。我们声称需要更进一步,以实现基于性能的比较。为此,基准的定义是必要的。在这篇短文中,我们朝着定义基准边缘处理框架的方法迈出了一步。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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