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Virtual machine allocation method for cloud computing based on multi-objective evolutionary algorithm
Zhao, Lijun1,2; Liu, Bin1,3; Ma, Jinling4
2021
发表期刊International Journal of Information and Communication Technology
ISSN1466-6642
EISSN1741-8070
卷号18期号:2页码:207-223
摘要In order to overcome the problems of data access delay and high energy consumption in virtual machine configuration of cloud computing, a new virtual machine allocation method for cloud computing based on multi-objective evolutionary algorithm is proposed in this paper. Based on multi-objective evolutionary algorithm, the objective of energy consumption and access delay optimisation is replaced by an objective model, which is used as the allocation objective model of computational virtual machine. The ant colony algorithm and K-NN local search method are introduced to obtain the optimal solution of the allocation target model and realise the output of the optimal allocation scheme for cloud computing virtual machines. The experimental results show that the access delay and energy consumption of the proposed method are significantly lower than those of other methods, which proves that the proposed method has better performance. Copyright © 2021 Inderscience Enterprises Ltd.
关键词Ant colony optimization Cloud computing Energy utilization Green computing Network security Virtual machine Ant colony algorithms High energy consumption Local search method Multi objective evolutionary algorithms Objective modeling Optimal allocation Virtual machine allocations Virtual machine configuration
DOI10.1504/IJICT.2021.113045
收录类别EI
语种英语
出版者Inderscience Publishers
EI入藏号20210809960765
EI分类号525.3 Energy Utilization ; 722.4 Digital Computers and Systems ; 723 Computer Software, Data Handling and Applications ; 921.5 Optimization Techniques
原始文献类型Journal article (JA)
文献类型期刊论文
条目标识符https://ir.cqcet.edu.cn/handle/39TD4454/10358
专题图文信息中心
作者单位1.School of Economics and Management, Hebei University of Science and Technology, Shijiazhuang, Hebei; 050000, China;
2.Research Center for Crisis Management, Hebei University of Science and Technology, Shijiazhuang, Hebei; 050000, China;
3.Research Center for Big Data and Social Computing, Hebei University of Science and Technology, Shijiazhuang, Hebei; 050000, China;
4.Information Technology Affairs Office, Chongqing College of Electronic Engineering, Chongqing; 401331, China
推荐引用方式
GB/T 7714
Zhao, Lijun,Liu, Bin,Ma, Jinling. Virtual machine allocation method for cloud computing based on multi-objective evolutionary algorithm[J]. International Journal of Information and Communication Technology,2021,18(2):207-223.
APA Zhao, Lijun,Liu, Bin,&Ma, Jinling.(2021).Virtual machine allocation method for cloud computing based on multi-objective evolutionary algorithm.International Journal of Information and Communication Technology,18(2),207-223.
MLA Zhao, Lijun,et al."Virtual machine allocation method for cloud computing based on multi-objective evolutionary algorithm".International Journal of Information and Communication Technology 18.2(2021):207-223.
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