A multicriteria optimization model for cloud service provider selection in multicloud environments

被引:15
|
作者
Mohamed, Amany M. [1 ]
Abdelsalam, Hisham M. [2 ]
机构
[1] Cairo Univ, Fac Comp & Informat, Decis Support & Future Studies Ctr, Cairo 12613, Egypt
[2] Cairo Univ, Fac Comp & Informat, Operat Res & Decis Support Dept, Cairo, Egypt
来源
SOFTWARE-PRACTICE & EXPERIENCE | 2020年 / 50卷 / 06期
关键词
cloud service provider; genetic algorithm; multicloud; particle swarm optimization; simulated annealing; Taguchi method;
D O I
10.1002/spe.2803
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
Multicloud computing is a strategy that helps customers to reduce reliance on any single cloud provider (known as the vendor lock-in problem). The value of such strategy increases with proper selection of qualified service providers. In this paper, a constrained multicriteria multicloud provider selection mathematical model is proposed. Three metaheuristics algorithms (simulated annealing [SA], genetic algorithm [GA], and particle swarm optimization algorithm [PSO]) were implemented to solve the model, and their performance was studied and compared using a hypothetical case study. For the sake of comparison, Taguchi's robust design method was used to select the algorithms' parameters values, an initial feasible solution was generated using analytic hierarchy process (AHP)-as the most used method to solve the cloud provider selection problem in the literature, all three algorithms used that solution and, in order to avoid AHP limitations, another initial solution was generated randomly and used by the three algorithm in a second set of performance experiments. Results showed that SA, GA, PSO improved the AHP solution by 53.75%, 60.41%, and 60.02%, respectively, SA and PSO are robust because of reaching the same best solution in spite of the initial solution.
引用
收藏
页码:925 / 947
页数:23
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