题名 | A cyclic game for joint cooperation and competition of edge resource allocation |
作者 | |
发表日期 | 2019 |
会议名称 | 39th IEEE International Conference on Distributed Computing Systems, ICDCS 2019 |
会议录名称 | Proceedings - International Conference on Distributed Computing Systems
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ISBN | 978-1-7281-2520-6; 978-1-7281-2519-0 |
ISSN | 1063-6927; 2575-8411 |
卷号 | 2019-July |
页码 | 503-513 |
会议日期 | 7-10 July 2019 |
会议地点 | Dallas, TX, USA |
出版者 | Institute of Electrical and Electronics Engineers Inc. |
摘要 | Managing edge resources is one of key issues in edge computing. Recent works of resource allocation in edge computing focus on service caching and request scheduling on edge nodes by distributing tasks over cloud and edge nodes, so as to achieve high-quality services and low latency. Unfortunately, most schemes do not pay enough attention on service providers which also have their own resources. To serve users, service providers cooperate with edge nodes and are sometimes independent of the edge operators with their own objectives. To deal with the cooperation and conflict among users, service providers and edge nodes, we propose a cyclic selection model to depict the resource allocation among users, edge nodes and service providers where they cooperate for completing user requests and compete for their own interest. Such resource allocation problem can be formulated as a non-linear integer programming which is very difficult to solve. Thus, we propose a three-sided cyclic game (3CG) involving users, edge nodes, and service providers who make their decisions: users select preferred services, service providers select cost-effective edge nodes, edge nodes select high-value users. 3CG is proved to have pure-strategy Nash equilibriums and an approximation ratio. We develop central and distributed approximate algorithms for resource allocation. The evaluation results of 3CG show the effectiveness and efficiency of the proposed algorithms. © 2019 IEEE. |
关键词 | Edge resource allocation Game theory |
DOI | 10.1109/ICDCS.2019.00057 |
URL | 查看来源 |
收录类别 | CPCI-S |
语种 | 英语English |
WOS研究方向 | Computer Science |
WOS类目 | Computer Science, Hardware & Architecture ; Computer Science, Information Systems ; Computer Science, Software Engineering ; Computer Science, Theory & Methods |
WOS记录号 | WOS:000565234200048 |
引用统计 | |
文献类型 | 会议论文 |
条目标识符 | https://repository.uic.edu.cn/handle/39GCC9TT/4476 |
专题 | 个人在本单位外知识产出 |
作者单位 | 1.Department of Computer Science and Engineering, Shanghai Jiao Tong University, Shanghai, China 2.Department of Computing, Hong Kong Polytechnic University, Hong Kong, China 3.Department of Electrical and Computer Engineering, University of California, Los Angeles, CA, United States 4.State Key Lab of IoT for Smart City, CIS, University of Macau, Macau, China |
推荐引用方式 GB/T 7714 | Ma, Shiheng,Guo, Song,Wang, Kunet al. A cyclic game for joint cooperation and competition of edge resource allocation[C]: Institute of Electrical and Electronics Engineers Inc., 2019: 503-513. |
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