JOURNAL ARTICLE

Integrated Design of Edge Computing Systems with Edge Server Placement and Virtual Machine Allocation

Shota NanguAyaka TakedaTomotaka KimuraKouji Hirata

Year: 2021 Journal:   IEEJ Transactions on Electronics Information and Systems Vol: 141 (12)Pages: 1321-1330

Abstract

In edge computing environments, edge servers are placed on network edges in addition to centralized cloud servers in order to reduce latency and avoid congestion. For designing edge computing systems, in this paper, we propose an optimization method that solves a joint optimization problem of edge server placement and virtual machine allocation. In this problem, we determine the placement of edge servers in a network and allocate virtual machines to those edge servers. To do so, we first provide mathematical formulations that obtain optimal solution of the problem, and then a metaheuristic algorithm based on the simulated annealing algorithm that obtains approximation solution in short time. Through numerical experiments, we show the performance of the proposed optimization method.

Keywords:
Server Computer science Simulated annealing Edge computing Enhanced Data Rates for GSM Evolution Cloud computing Virtual machine Mathematical optimization Optimization problem Metaheuristic Distributed computing Latency (audio) Computer network Algorithm Artificial intelligence Mathematics Operating system

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Topics

IoT and Edge/Fog Computing
Physical Sciences →  Computer Science →  Computer Networks and Communications
Cloud Computing and Resource Management
Physical Sciences →  Computer Science →  Information Systems
Blockchain Technology Applications and Security
Physical Sciences →  Computer Science →  Information Systems
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