Joint service placement and request routing in mobile edge computing

被引:12
|
作者
Yuan, Binbin [1 ]
Guo, Songtao [2 ,3 ]
Wang, Quyuan [1 ]
机构
[1] Southwest Univ, Coll Elect & Informat Engn, Chongqing 400715, Peoples R China
[2] Minist Educ, Key Lab Dependable Serv Comp Cyber Phys Soc, Beijing, Peoples R China
[3] Chongqing Univ, Coll Comp Sci, Chongqing 400044, Peoples R China
关键词
Mobile edge computing; Service placement; Request routing; Linear programming; Heuristic algorithm; MULTIPLE KNAPSACK-PROBLEM; EFFICIENCY;
D O I
10.1016/j.adhoc.2021.102543
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Mobile edge computing (MEC) is envisioned as a prospective technology that supports latency-critical and computation-intensive applications by using storage and computation resources in network edges. The advantages of this technology are trapped in limited edge cloud resources, and one of the prime challenges is how to allocate available edge cloud resources to satisfy user requests. However, previous works usually optimize service (data&code) placement and request routing simultaneously within the same timescale, ignoring the fact that frequent service replacement will incur expensive operating expenses. In this paper, we jointly optimize service placement and request routing in the MEC network for data analysis applications, under the constraints of computation and storage resource. In particular, the Cloud Radio Access Network (C-RAN) architecture is applied to pool available resources and realize load balancing among edge clouds. In addition, we adopt a two timescale framework to reduce high operating expenses caused by frequent cross-cloud service replication and replica deletion. Then, we develop a greedy-based approximation algorithm for service placement subproblem and a linear programming (LP) relaxation-based heuristic algorithm for request routing subproblem, respectively. Finally, the numerical results demonstrate that our proposed solution reaches 90% of the optimal performance in services homogeneous case and 76% in services heterogeneous case.
引用
收藏
页数:9
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