Have you asked your neighbors? A Hidden Market approach for device-to-device offloading

Dimitris Chatzopoulos, Mahdieh Ahmadi, Sokol Kosta, P. Hui
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引用次数: 21

Abstract

During the last years, researchers have proposed solutions to help smartphones offload heavy tasks to remote entities in order to improve execution time and reduce energy consumption. Lately, inspired by the promising results of message forwarding in opportunistic networks, many researchers have proposed strategies for task offloading towards nearby mobile devices. None of these strategies, though, proposes any mechanism that considers selfish users and, most importantly, that motivates and defrays the participating devices who spend their resources. In this paper, we address these problems and propose the design of a framework that integrates an incentive scheme and a reputation mechanism. Our proposal follows the principles of the Hidden Market Design approach, which allows users to specify the amount of resources they are willing to “sacrifice” when participating in the offloading system. The underlying algorithm, that users are not aware of, is based on a truthful auction strategy and a peer-to-peer reputation exchange scheme. Extensive simulations on real traces depict how our designed mechanism achieves higher offloading rate and produces less traffic compared to three benchmark algorithms. Finally, we show how collaborating devices get rewarded for their contribution, while selfish ones get sidelined by others.
你问过你的邻居吗?设备到设备卸载的隐藏市场方法
在过去的几年里,研究人员提出了一些解决方案,帮助智能手机将繁重的任务卸载到远程实体,以提高执行时间并降低能耗。最近,受机会主义网络中消息转发的良好结果的启发,许多研究人员提出了将任务卸载到附近移动设备的策略。然而,这些策略都没有提出任何机制来考虑自私的用户,最重要的是,没有提出任何机制来激励和支付花费资源的参与设备。在本文中,我们解决了这些问题,并提出了一个整合激励机制和声誉机制的框架设计。我们的建议遵循隐藏市场设计方法的原则,允许用户指定他们在参与卸载系统时愿意“牺牲”的资源数量。用户不知道的底层算法是基于真实拍卖策略和点对点信誉交换方案。在真实轨迹上的大量模拟描述了与三种基准算法相比,我们设计的机制如何实现更高的卸载率并产生更少的流量。最后,我们展示了协作设备如何因其贡献而获得奖励,而自私的设备如何被其他人边缘化。
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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