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Augmenting computing capabilities at the edge by jointly exploiting mobile devices: A survey

机译:通过联合利用移动设备增强边缘计算能力:一项调查

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The ever-growing adoption of smart mobile devices is a worldwide phenomenon that positions smartphones and tablets as primary devices, i.e., that people mostly use. In addition to this, the computing capabilities of such devices, often under-utilized by their owners, are in continuous improvement. Today, smart mobile devices have multi-core CPUs, several gigabytes of RAM, and the ability to communicate through several wireless networking technologies. These facts caught the attention of researchers who propose to leverage smart mobile devices aggregated computing capabilities for running resource intensive software at the edge of the network. Such idea is conditioned by key features, named singularities in the context of this work, that makes smart mobile devices resource exploitation a difficult problem. These are the ability of devices to change location (user mobility), the shared condition -i.e., non-dedicated nature- of resources provided (lack of ownership) and the limited operation time given by the finite energy source (exhaustible resources). In this paper, we provide an in-depth analysis of proposals materializing this idea. We show that (a) existing approaches differ in the singularities combinations they target and the way they address each singularity through novel taxonomies, and (b) this fact makes them suitable for distinct goals and resource exploitation opportunities also schematized in this paper. The latter are represented by real life situations where resources provided by groups of smart mobile devices can be exploited, which in turn, are characterized by a social context and a networking support used to link and coordinate devices. The behavior of people in a given social context configure a special availability level of resources, while the networking support imposes restrictions on how data/computational tasks are distributed and results are collected. We conclude our analysis by discussing strong/weak points of the approaches and by identifying prospective future lines in the area.
机译:智能移动设备的日益普及是一种全球性现象,它将智能手机和平板电脑定位为人们最常使用的主要设备。除此之外,这种设备的计算能力(其所有者经常未充分利用)正在不断提高。如今,智能移动设备具有多核CPU,数GB的RAM,并具有通过多种无线网络技术进行通信的能力。这些事实引起了研究人员的注意,他们提议利用智能移动设备的聚合计算功能在网络边缘运行资源密集型软件。这种想法受关键功能的限制,在这项工作中被称为奇点,这使得智能移动设备资源的利用成为一个难题。这些是设备改变位置的能力(用户移动性),所提供资源的共享条件(即非专用性质)(缺乏所有权)以及有限能源(可耗尽资源)给出的有限操作时间。在本文中,我们对实现该想法的提案进行了深入分析。我们表明,(a)现有方法在其针对的奇异性组合以及通过新颖的分类法解决每种奇异性的方式上有所不同,并且(b)这一事实使它们适用于本文中也概述的不同目标和资源开发机会。后者以现实生活中的情况为代表,可以利用由智能移动设备组提供的资源,而这些情况又以社交环境以及用于链接和协调设备的网络支持为特征。在给定的社交环境中,人们的行为配置了特殊的资源可用性级别,而网络支持对数据/计算任务的分布方式和结果的收集施加了限制。我们通过讨论方法的强项/弱点并确定该地区的未来未来路线来结束我们的分析。

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