Proficient decision making on virtual machine creation in iaas cloud environment
Joint Authors
Ayyapazham, Radhakrishnan
Velautham, Kavitha
Source
The International Arab Journal of Information Technology
Issue
Vol. 14, Issue 3 (31 May. 2017), pp.314-323, 10 p.
Publisher
Publication Date
2017-05-31
Country of Publication
Jordan
No. of Pages
10
Main Subjects
Information Technology and Computer Science
Abstract EN
Cloud computing is a most fascinated technology that is being utilized by IT companies to reduce their infrastructure setup cost by outsourcing data and computation on demand.
Cloud computing offer services in three basic models such as SaaS, PaaS and Infrastructure as a Service (IaaS).
Where IaaS is one of the fundamental cloud service model in which cloud provider offers Virtual Machines (VMs) as resources to cloud customers through virtualization.
The VMs act as dedicated computer system to consumers which are created on physical hosts of cloud provider.
Making decision of physical host selection for VMs creation is a challenging task for cloud provider.
Any deficiency of this selection causes VMs migration in middle of computation or restart computation from the scratch; these would sternly affect profit and trust of cloud provider.
In this paper, we proposed a novel methodology to handle VMs creation and allocation for IaaS service.
The proposed methodology employs a genetically weight optimized neural network component in each host to predict their near future availability during VMs creation.
We analyses the host load prediction performance of various neural networks through real time host load values.
Also we proposed a proficient decision making algorithm named Future Load Based Virtual machine Creation (FLBVC) to choose appropriate launching hosts for VMs.
The performance of our methodology is validated using CloudAnalyst tool.
The results demonstrated that our proposed approach reduces response time of cloud customers and rental cost of VMs.
American Psychological Association (APA)
Ayyapazham, Radhakrishnan& Velautham, Kavitha. 2017. Proficient decision making on virtual machine creation in iaas cloud environment. The International Arab Journal of Information Technology،Vol. 14, no. 3, pp.314-323.
https://search.emarefa.net/detail/BIM-819502
Modern Language Association (MLA)
Ayyapazham, Radhakrishnan& Velautham, Kavitha. Proficient decision making on virtual machine creation in iaas cloud environment. The International Arab Journal of Information Technology Vol. 14, no. 3 (2017), pp.314-323.
https://search.emarefa.net/detail/BIM-819502
American Medical Association (AMA)
Ayyapazham, Radhakrishnan& Velautham, Kavitha. Proficient decision making on virtual machine creation in iaas cloud environment. The International Arab Journal of Information Technology. 2017. Vol. 14, no. 3, pp.314-323.
https://search.emarefa.net/detail/BIM-819502
Data Type
Journal Articles
Language
English
Record ID
BIM-819502