Resource Allocation based on Genetic Algorithm for Cloud Computing

被引:8
|
作者
Chen, Yi-Liang [1 ]
Huang, Shih-Yun [1 ]
Chang, Yao-Chung [2 ]
Chao, Han-Chieh [1 ]
机构
[1] Natl Dong Hwa Univ, Dept Elect Engn, Hualien 974301, Taiwan
[2] Natl Taitung Univ, Dept Comp Sci & Informat Engn, Taitung 95092, Taiwan
关键词
Cloud Computing; Markov chain model; Genetic algorithm; Resource allocation;
D O I
10.1109/WOCC53213.2021.9603125
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
With the fast development of Cloud computing, many applications and services have become convenient. When resource allocation is unbalanced in Cloud, the processing time becomes longer. Hence, the resource allocation strategy for the virtual machine is a critical problem for the cloud computing environment. In this paper, we propose two phases to overcome the problem with resource allocation. First, we predict the workload with each virtual machine to estimate the resource is significant than the threshold. Then, the genetic algorithm allocates the task to solve the optimal solution for resource allocation. The experiment results show that using the proposed method achieves the load balance and reduces Cloud's processing time for cloud computing.
引用
收藏
页码:211 / 212
页数:2
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