DAFNA: Decentralized Auction based Fog Node Allocation in 5G Era

G. Baranwal, D. Kumar
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引用次数: 5

Abstract

IoT applications such as smart city, smart healthcare, m-learning, m-tourism, augmented reality etc. require distributed edge computing technologies such as fog computing, mobile edge computing (MEC), cloudlet etc., to handle delay-sensitive applications. These applications are not feasible without 5G technologies because they need high-speed communication and the number of their users is also very large. In fog computing, fog nodes are allocated to the IoT users for running their heavy jobs. Many variants of a centralized reverse auction are reported in the literature for allocation of fog nodes. However, these auction methods have some major drawbacks such as one-point failure, utilization of only winner’s resources in a single round of auction, and a large number of message exchanges among participating entities in auction. Therefore, in this work, we have proposed a Decentralized Auction based Fog Node Allocation mechanism (DAFNA) that inherits all the properties of a traditional auction as well as improves the utilization of fog resources. In DAFNA, the concept of contention window and waiting time is used that makes the auction decentralized in nature. DAFNA allows fog resource providers to participate in more than one auction simultaneously for the same resource that improves the utilization of the resource. In addition, DAFNA also reduces the number of message exchanges among participating entities in auction in comparison with traditional auction. A case study is given to show the working of the proposed auction. The proposed auction mechanism is an application of 5G because it is decentralized in nature and requires speedy communication among participating entities.
DAFNA: 5G时代基于去中心化拍卖的雾节点分配
智慧城市、智慧医疗、移动学习、移动旅游、增强现实等物联网应用需要雾计算、移动边缘计算(MEC)、cloudlet等分布式边缘计算技术来处理延迟敏感型应用。如果没有5G技术,这些应用是不可行的,因为它们需要高速通信,而且用户数量也非常大。在雾计算中,将雾节点分配给物联网用户,用于运行其繁重的工作。在雾节点分配的文献中报道了集中式反向拍卖的许多变体。然而,这些拍卖方法存在着一点失效、一轮拍卖中只使用赢家资源、参与拍卖的实体之间信息交换量大等主要缺点。因此,在这项工作中,我们提出了一种基于去中心化拍卖的雾节点分配机制(DAFNA),该机制继承了传统拍卖的所有属性,并提高了雾资源的利用率。在DAFNA中,使用了争用窗口和等待时间的概念,使拍卖具有分散性。DAFNA允许雾资源提供者同时参与同一资源的多个拍卖,从而提高资源的利用率。此外,与传统拍卖相比,DAFNA还减少了拍卖参与主体之间的信息交换次数。给出了一个案例研究,以显示拟议的拍卖的工作。拟议的拍卖机制是5G的一种应用,因为它本质上是分散的,需要参与实体之间的快速通信。
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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