Speculation resource provisioning in high-performance computing

Kuwait Journal of Science

Balaji Narayanan¹  Leena Sri² 

[1] Department of Information TechnologyK.L.N.College of EngineeringMadurai,TamilnaduIndia;Department of Information TechnologyThiagarajar College of EngineeringMadurai,TamilnaduIndia

关键词: Cloud computing;    dynamic resource provision;    energy efficient resource allocation;    speculation resource provision.;   

DOI  :  

学科分类：社会科学、人文和艺术（综合）

来源: Kuwait University * Academic Publication Council

【 摘 要 】

Distributed computing gives a backing to buyers to diminish their inner foundation, and for suppliers to expand incomes, utilizing their own particular framework. The proper load balancing and dynamic resource provisioning improves cloud performance and attracts the cloud users. In this paper, we propose an automated resource provisioning algorithm,Speculation resource provisioning , prompting load balancing through speculative approach in resource provisioning. As an attempt to quantify resource allocation we use two level adaptive prediction mechanism to check the computational patterns of past resource allocation to the future requirement. The framework guarantees suitable resources required forthe application, by dodging over or under-provisioning of resource and supports energy-efficiency in resource allocation. We use estimation methodology to address the variability in the historical data to balance the speculation overhead. We have conveyed our proposed work in an open source cloud structure and contrasted our outcomes and other machinelearning approaches. Our Experimental results demonstrate adaptive resource allocation over customer-driven service management under the rapidly changing requirements of cloud computing.

【 授权许可】

Unknown