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Title: :  Efficient Auto-Scaling Mechanism in the Cloud Environment Using Proactive Approach
PaperId: :  7116
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 3 Issue 6 2017
DUI:    16.0415/IJARIIE-7116
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Parekh Aneri D.LJIET
Prof. Gayatri S. Pandi (Jain)LJIET

Abstract

Cloud computing
Cloud computing, Proactive Auto-scaling, Auto-scaling..
Cloud computing is latest emerging technology for large scale distributed computing and parallel computing. Cloud computing gives large pool of shared resources, information, packets at any instances of time. Auto-scaling is the strategy that has ability to adjust the available resources to meet the user demands. To facilitate users with availability of resources seamlessly. Auto scaling is cloud computing feature that allows users to automatically scale cloud services, like virtual machine and server capacities, up or down, depending on user on-demand. Proactive auto-scaling mechanisms predict the workload ahead such that the auto-scaler can make decision based on the expected workload instead of waiting for trigger. Proactive auto-scaling mechanism is efficient then reactive auto-scaling because in reactive auto-scaling approach, the auto-scaling decision would be triggered by a predefined set of events. In current cloud computing environment, management of data reliability has become a challenge. For data-intensive scientific applications, storing data in the cloud with the typical 3-replica replication strategy for managing the data reliability would incur huge storage cost. In this paper we work on machine learning base effective approach for auto-scaling mechanism in these systems we work on design effective approach for automatically scale the capacity of cloud. We also consider machine learning concept for selecting appropriate node and scale according. Work on parameters like QOS, Accuracy, efficiency etc.

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IJARIIE Parekh Aneri D., and Prof. Gayatri S. Pandi (Jain). "Efficient Auto-Scaling Mechanism in the Cloud Environment Using Proactive Approach" International Journal Of Advance Research And Innovative Ideas In Education Volume 3 Issue 6 2017 Page 1145-1154
MLA Parekh Aneri D., and Prof. Gayatri S. Pandi (Jain). "Efficient Auto-Scaling Mechanism in the Cloud Environment Using Proactive Approach." International Journal Of Advance Research And Innovative Ideas In Education 3.6(2017) : 1145-1154.
APA Parekh Aneri D., & Prof. Gayatri S. Pandi (Jain). (2017). Efficient Auto-Scaling Mechanism in the Cloud Environment Using Proactive Approach. International Journal Of Advance Research And Innovative Ideas In Education, 3(6), 1145-1154.
Chicago Parekh Aneri D., and Prof. Gayatri S. Pandi (Jain). "Efficient Auto-Scaling Mechanism in the Cloud Environment Using Proactive Approach." International Journal Of Advance Research And Innovative Ideas In Education 3, no. 6 (2017) : 1145-1154.
Oxford Parekh Aneri D., and Prof. Gayatri S. Pandi (Jain). 'Efficient Auto-Scaling Mechanism in the Cloud Environment Using Proactive Approach', International Journal Of Advance Research And Innovative Ideas In Education, vol. 3, no. 6, 2017, p. 1145-1154. Available from IJARIIE, http://ijariie.com/AdminUploadPdf/Efficient_Auto_Scaling_Mechanism_in_the_Cloud_Environment_Using_Proactive_Approach_ijariie7116.pdf (Accessed : ).
Harvard Parekh Aneri D., and Prof. Gayatri S. Pandi (Jain). (2017) 'Efficient Auto-Scaling Mechanism in the Cloud Environment Using Proactive Approach', International Journal Of Advance Research And Innovative Ideas In Education, 3(6), pp. 1145-1154IJARIIE [Online]. Available at: http://ijariie.com/AdminUploadPdf/Efficient_Auto_Scaling_Mechanism_in_the_Cloud_Environment_Using_Proactive_Approach_ijariie7116.pdf (Accessed : )
IEEE Parekh Aneri D., and Prof. Gayatri S. Pandi (Jain), "Efficient Auto-Scaling Mechanism in the Cloud Environment Using Proactive Approach," International Journal Of Advance Research And Innovative Ideas In Education, vol. 3, no. 6, pp. 1145-1154, Nov-Dec 2017. [Online]. Available: http://ijariie.com/AdminUploadPdf/Efficient_Auto_Scaling_Mechanism_in_the_Cloud_Environment_Using_Proactive_Approach_ijariie7116.pdf [Accessed : ].
Turabian Parekh Aneri D., and Prof. Gayatri S. Pandi (Jain). "Efficient Auto-Scaling Mechanism in the Cloud Environment Using Proactive Approach." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 3 number 6 ().
Vancouver Parekh Aneri D., and Prof. Gayatri S. Pandi (Jain). Efficient Auto-Scaling Mechanism in the Cloud Environment Using Proactive Approach. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2017 [Cited : ]; 3(6) : 1145-1154. Available from: http://ijariie.com/AdminUploadPdf/Efficient_Auto_Scaling_Mechanism_in_the_Cloud_Environment_Using_Proactive_Approach_ijariie7116.pdf
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