Task Containerization and Container Placement Optimization for MEC: A Joint Communication and Computing Perspective

被引:2
|
作者
Liu, Ao [1 ,2 ]
Yang, Shaoshi [1 ,2 ]
Tan, Jingsheng [1 ,2 ]
Liang, Zongze [1 ,2 ]
Sun, Jiasen [1 ,2 ]
Wen, Tao [3 ]
Yan, Hongyan [3 ]
机构
[1] Beijing Univ Posts & Telecommun, Sch Informat & Commun Engn, Beijing 100876, Peoples R China
[2] Minist Educ, Key Lab Universal Wireless Commun, Beijing 100876, Peoples R China
[3] China Mobile Res Inst, Beijing 100053, Peoples R China
关键词
edge computing; cloud computing; container; joint communication and computing; workflow; computing power network; computing force network;
D O I
10.3390/pr11051560
中图分类号
TQ [化学工业];
学科分类号
0817 ;
摘要
Containers are used by an increasing number of Internet service providers to deploy their applications in multi-access edge computing (MEC) systems. Although container-based virtualization technologies significantly increase application availability, they may suffer expensive communication overhead and resource use imbalances. However, so far there has been a scarcity of studies to conquer these difficulties. In this paper, we design a workflow-based mathematical model for applications built upon interdependent multitasking composition, formulate a multi-objective combinatorial optimization problem composed of two subproblems-graph partitioning and multi-choice vector bin packing, and propose several joint task-containerization-and -container-placement methods to reduce communication overhead and balance multi-type computing resource utilization. The performance superiority of the proposed algorithms is demonstrated by comparison with the state-of-the-art task and container scheduling schemes.
引用
收藏
页数:19
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