Ideal Edge Architecture to Scale IoT Devices

A. Carvalho, Niall O' Mahony, L. Krpalkova, S. Campbell, Joseph Walsh, P. Doody
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Abstract

Due to the increasing availability of internet connection both industrial and agricultural environments have experienced an expressive increase in the number of IoT devices for the last few years. This paper exposes an extensive architecture investigation looking for an optimal edge solution to cope with existing, and future applications. This paper presents an introduction to the proposed solution in terms of architecture, including local user interface, MQTT broker, machine learning edge engine, some existing management software, local databases, actual software used for hardware communication, the edge agent and aspects of the hardware used during tests. It also presents some results obtained from experiments under heavy load in terms of data and a small number of devices in terms of distribution. Together the paper brings some important findings on edge computing, compare main architectural aspects and will provide a broad view of how edge solutions might be built for this particular scenario. Having discussed how the ideal architecture works and having provided an overview of how it may be applied to industrial and agricultural environments, the conclusion points to the next steps for the current research.
扩展物联网设备的理想边缘架构
由于互联网连接的可用性越来越高,工业和农业环境在过去几年中都经历了物联网设备数量的显著增加。本文揭示了一个广泛的架构调查,寻找一个最优的边缘解决方案,以应对现有的和未来的应用。本文从架构方面介绍了所提出的解决方案,包括本地用户界面、MQTT代理、机器学习边缘引擎、一些现有的管理软件、本地数据库、用于硬件通信的实际软件、边缘代理以及测试期间使用的硬件的各个方面。在数据量大的情况下,在设备数量少的情况下,在分布上也给出了一些实验结果。本文总结了一些关于边缘计算的重要发现,比较了主要的架构方面,并将提供一个关于如何为这种特定场景构建边缘解决方案的广泛视角。讨论了理想的体系结构是如何工作的,并概述了它如何应用于工业和农业环境,结论指出了当前研究的下一步。
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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