Optimal Edge User Allocation in Edge Computing with Variable Sized Vector Bin Packing

被引:263
|
作者
Lai, Phu [1 ]
He, Qiang [1 ]
Abdelrazek, Mohamed [2 ]
Chen, Feifei [2 ]
Hosking, John [4 ]
Grundy, John [3 ]
Yang, Yun [1 ]
机构
[1] Swinburne Univ Technol, Hawthorn, Vic, Australia
[2] Deakin Univ, Burwood, Australia
[3] Monash Univ, Clayton, Vic, Australia
[4] Univ Auckland, Auckland, New Zealand
来源
基金
澳大利亚研究理事会;
关键词
Optimization; Resource management; Edge computing; Bin packing; RESOURCE-ALLOCATION;
D O I
10.1007/978-3-030-03596-9_15
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
In mobile edge computing, edge servers are geographically distributed around base stations placed near end-users to provide highly accessible and efficient computing capacities and services. In the mobile edge computing environment, a service provider can deploy its service on hired edge servers to reduce end-to-end service delays experienced by its end-users allocated to those edge servers. An optimal deployment must maximize the number of allocated end-users and minimize the number of hired edge servers while ensuring the required quality of service for end-users. In this paper, we model the edge user allocation (EUA) problem as a bin packing problem, and introduce a novel, optimal approach to solving the EUA problem based on the Lexicographic Goal Programming technique. We have conducted three series of experiments to evaluate the proposed approach against two representative baseline approaches. Experimental results show that our approach significantly outperforms the other two approaches.
引用
收藏
页码:230 / 245
页数:16
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