Latency-Aware Task Peer Offloading on Overloaded Server in Multi-Access Edge Computing System Interconnected by Metro Optical Networks

被引:30
|
作者
Huang, Shanguo [1 ]
Yang, Chen [1 ]
Yin, Shan [1 ]
Zhang, Zhan [1 ]
Chu, Yaqin [1 ]
机构
[1] Beijing Univ Posts & Telecommun, State Key Lab Informat Photon & Opt Commun, Beijing 100876, Peoples R China
基金
美国国家科学基金会; 中国国家自然科学基金;
关键词
Servers; Task analysis; Optical fiber networks; Resource management; Cloud computing; Computational modeling; Computer architecture; Edge computing; low latency communication; optical fiber networks; resource allocation; MOBILE; ASSIGNMENT; ALLOCATION; SPECTRUM;
D O I
10.1109/JLT.2020.3007221
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
The Multi-access Edge Computing (MEC) system interconnected by metro optical network is gaining much attention recently. The proximity of computing resources in MEC provides the possibility of low-latency access for user equipment (UE). However, since the computing capacity of edge server is limited, the task failure may occur due to the unacceptable computing latency if the corresponding server is overloaded. Note that there is more than one MEC server at the network edge and the computationally intensive tasks on the overloaded server can be sent to nearby light-loaded servers for processing via peer offloading. In this article, we design a latency-aware task peer offloading (LA-TPO) scheme, which is an economic solution for the overload problem of MEC. We formulate the LA-TPO into a mixed integer non-linear programming (MINLP) model and develop a GA-based heuristic algorithm to jointly optimize the offloading decisions and the routing and computing resource allocation. We compare the MINLP and proposed algorithm under various scenarios, and the results show that the GA-based LA-TPO can achieve low latency, high success ratio of tasks as well as the optimization of resource utilization.
引用
收藏
页码:5949 / 5961
页数:13
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