New Three-Tier Game-Theoretic Approach for Computation Offloading in Multi-Access Edge Computing

被引:6
|
作者
You, Feiran [1 ,2 ]
Ni, Wei [2 ]
Li, Jun [3 ]
Jamalipour, Abbas [1 ,2 ]
机构
[1] Univ Sydney, Sch Elect & Informat Engn, Sydney, NSW 2006, Australia
[2] Commonwealth Sci & Ind Res Org CSIRO, Data61, Sydney, NSW 2122, Australia
[3] Nanjing Univ Sci & Technol, Sch Elect & Opt Engn, Nanjing 210094, Peoples R China
关键词
Task analysis; Cloud computing; Resource management; Computational modeling; Games; Costs; Delays; Ascending-bid auction; auction game; cheating-proof; Multi-Access Edge Computing (MEC); RESOURCE-ALLOCATION; MANAGEMENT; STRATEGY;
D O I
10.1109/TVT.2022.3176302
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
In this paper, a new game-theoretic multi-layer computing resource and network resource allocation algorithm is proposed for computation offloading in Multi-access Edge Computing (MEC) networks. We establish a new multi-layer system model for Data Center Operators and develop resource allocation relation between the MEC data center operators and users. We also investigate the matching relationship between the cloudlets and users. Based on the proposed multi-layer allocation algorithm, a joint optimization framework is delivered to realize the allocation of computing resources and communication channels in MEC. Simulation results show that the proposed algorithm provides effective solution for the problem of cloudlets allocation in MEC networks, and can significantly improve the computing and communication capabilities in the presence of user heterogeneity.
引用
收藏
页码:9817 / 9829
页数:13
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