Cloud-Fog-Edge Computing in Smart Agriculture in the Era of Drones: a systematic survey

Sourour Dhifaoui, Chiraz Houaidia, L. Saïdane
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引用次数: 3

Abstract

In the current era of agricultural robotization, it is necessary to use a suitable automated data collection system for a constant plant, animal and machine monitoring. In this context, Cloud Computing (CC) is a well-established paradigm for building service-centric farming applications. However, the huge amount of data has put an important burden on data centers and network bandwidth and pointed out issues that cloud-based applications face such as large latency, bottlenecks because of central processing, compromised security, and lack of offline processing. Fog Computing (FC) and Edge Computing (EC) are gaining exponential attention and becoming attractive solutions to bring CC processes within reach of users and address computation-intensive offloading and latency issues. These paradigms from Cloud to Edge computing are already forming a unique ecosystem with different architectures, storage, and processing capabilities. The heterogeneity of this ecosystem comes with certain limitations and challenges. This paper carries out a systematic review of the latest high-quality literatures and aims to identify similarities, differences and the main use cases in the mentioned paradigms particularly when using Unmanned Aerial Vehicles (UAVs).
无人机时代智慧农业中的云雾边缘计算:系统调研
在当前农业机器人化时代,有必要使用合适的自动化数据采集系统对植物、动物和机器进行持续监测。在这种情况下,云计算(CC)是构建以服务为中心的农业应用程序的成熟范例。然而,巨大的数据量给数据中心和网络带宽带来了沉重的负担,并指出了基于云的应用程序面临的问题,如大延迟、中央处理造成的瓶颈、安全性受损以及缺乏离线处理。雾计算(FC)和边缘计算(EC)正获得指数级的关注,并成为有吸引力的解决方案,将CC进程带到用户触手可及的范围内,并解决计算密集型卸载和延迟问题。从云计算到边缘计算的这些范式已经形成了一个独特的生态系统,具有不同的架构、存储和处理能力。这个生态系统的异质性带来了一定的限制和挑战。本文对最新的高质量文献进行了系统回顾,旨在识别上述范式的异同之处和主要用例,特别是在使用无人机时。
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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