移动边缘计算中的纳什议价合作博弈策略

IF 2.5 4区 计算机科学 Q3 TELECOMMUNICATIONS
Ruixia Li, Chia Sien Lim, Muhammad Ehsan Rana, Xiancun Zhou, Jinhong Zhang
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引用次数: 0

摘要

虽然移动边缘计算(MEC)有望增强用户的移动体验,但如何在考虑服务质量(QoS)和能耗要求的情况下做出适当的卸载决策是一个挑战。在本研究中,我们的重点是获得一个平衡解决方案,既保证终端用户的公平性和边缘服务提供商的效用最大化,又保证QoS和能耗要求。本文提出了完全/不完全信息环境下的合作博弈资源分配优化问题(CGRA),并提出了纳什议价合作博弈(NBCG)策略。我们进行了实验,并与六种方案进行了比较。实验结果表明,所提NBCG在不同输入数据大小下可获得比基准更好的卸载利润,保证任务的百分比在不同延迟容限下可提高23%,在不同执行权下可提高18%,在不同执行权下可提高25%。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

A Nash Bargaining Cooperative Game Policy in Mobile Edge Computing

A Nash Bargaining Cooperative Game Policy in Mobile Edge Computing

While mobile edge computing (MEC) holds promise to enhance users' mobile experience, how to make appropriate offloading decisions under consideration of quality of service (QoS) and energy consumption requirements is challenging. In this research, we focus on obtaining an equilibrium solution that ensures not only the fairness of terminal users and utility maximization for the edge service providers but also QoS and energy consumption requirements. We formulate the cooperative game resource allocation optimization problem (CGRA) under the complete/incomplete information environment and propose the Nash Bargaining Cooperative Game (NBCG) policy to solve it. We perform experiments and compare it with six schemes. Experimental results show that the proposed NBCG can gain better offloading profits than the benchmarks and improve the percent of guaranteed tasks by as much as 23% under different input data sizes, as much as 18% under different time delay tolerances, and as much as 25% under different execution weights.

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来源期刊
CiteScore
8.90
自引率
13.90%
发文量
249
期刊介绍: ransactions on Emerging Telecommunications Technologies (ETT), formerly known as European Transactions on Telecommunications (ETT), has the following aims: - to attract cutting-edge publications from leading researchers and research groups around the world - to become a highly cited source of timely research findings in emerging fields of telecommunications - to limit revision and publication cycles to a few months and thus significantly increase attractiveness to publish - to become the leading journal for publishing the latest developments in telecommunications
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