A novel energy-efficient resource allocation algorithm based on immune clonal optimization for green cloud computing

被引:49
|
作者
Shu, Wanneng [1 ]
Wang, Wei [2 ]
Wang, Yunji [3 ]
机构
[1] South Cent Univ Nationalities, Coll Comp Sci, Wuhan 430074, Peoples R China
[2] Sichuan Univ, Coll Elect & Informat Engn, Chengdu 610064, Peoples R China
[3] Univ Texas San Antonio, Elect & Comp Engn Dept, San Antonio, TX 78249 USA
基金
中国国家自然科学基金;
关键词
Green cloud computing; Dynamic voltage and frequency scaling; Resource allocation; Service level agreement; Clonal selection algorithms; JOINT OPTIMIZATION; RESPONSE-TIME; CONSUMPTION; MANAGEMENT; SCHEME;
D O I
10.1186/1687-1499-2014-64
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
Cloud computing is a style of computing in which dynamically scalable and other virtualized resources are provided as a service over the Internet. The energy consumption and makespan associated with the resources allocated should be taken into account. This paper proposes an improved clonal selection algorithm based on time cost and energy consumption models in cloud computing environment. We have analyzed the performance of our approach using the CloudSim toolkit. The experimental results show that our approach has immense potential as it offers significant improvement in the aspects of response time and makespan, demonstrates high potential for the improvement in energy efficiency of the data center, and can effectively meet the service level agreement requested by the users.
引用
收藏
页数:9
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