An Auction-Based Mechanism for Task Offloading in Fog Networks

Yijun Zu, Fei Shen, Feng Yan, Yang Yang, Yueyue Zhang, Z. Bu, Lianfeng Shen
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引用次数: 2

Abstract

With the rapid growth of terminal equipments, the data traffic in the network has grown exponentially. In order to relieve the pressure of cloud computing on link delay, congestion and energy consumption, the promising fog computing is proposed. The fog network consists of several fog clusters. We consider a fog cluster in which a fog controller (FC) aims to schedule the idle fog nodes (FNs) to serve the task node (TN) while guaranteeing the quality of service (QoS) requirements of the TN. We design an ascending-bid auction mechanism to achieve this goal. In this mechanism, the FC is the auctioneer with the reward prices as its strategy and the FNs play the role of bidders with the task sizes as their strategies. The FC uses the bid prices to motivate the FNs to process more data for the TN. The utility function of FNs is proposed, considering the payment from the FC, the cost of task computational delay and energy consumption. The FNs determine the data sizes to be processed by maximizing their utilities. Numerical simulations indicate the satisfactory performance and verify the theoretical analysis, thereby our proposed mechanism results in a win-win solution under the condition of meeting the QoS.
基于拍卖的雾网络任务分流机制
随着终端设备的快速增长,网络中的数据流量呈指数级增长。为了缓解云计算对链路延迟、拥塞和能耗的压力,提出了具有发展前景的雾计算。雾网由几个雾簇组成。我们考虑一个雾集群,其中雾控制器(FC)的目标是调度空闲雾节点(FNs)为任务节点(TN)服务,同时保证TN的服务质量(QoS)要求。我们设计了一种上标拍卖机制来实现这一目标。在这一机制中,金融机构扮演拍卖商的角色,以奖励价格为策略;金融机构扮演竞拍者的角色,以任务大小为策略。FC使用出价激励FNs为TN处理更多的数据。考虑FC的支付、任务计算延迟的代价和能量消耗,提出了FNs的效用函数。fn通过最大化其效用来确定要处理的数据大小。数值仿真结果表明,该机制的性能令人满意,并验证了理论分析,从而在满足QoS的条件下实现了双赢的解决方案。
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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