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Evolutionary Algorithm Based Adaptive Load Balancing (EA-ALB) in Cloud Computing Framework

J. Noorul Ameen1,*, S. Jabeen Begum2

1 Department of Computer Science and Engineering, E.G.S Pillay Engineering College, Nagapattinam, 611002, India
2 Department of Computer Science and Engineering, Velalar College of Engineering and Technology, Erode, 638012, India

* Corresponding Author: J. Noorul Ameen. Email: email

Intelligent Automation & Soft Computing 2022, 34(2), 1281-1294. https://doi.org/10.32604/iasc.2022.025137

Abstract

In the present decade, the development of cloud computing framework is witnessed for providing computational resources by dynamic service providing methods. There are many problems in load balancing in cloud, when there is a huge demand for resources. The objective of load balancing is to equilibrate the cloud server computations for avoiding overloading problems. On addressing the issue, this paper develops a new model called Evolutionary Algorithm based Adaptive Load Balancing (EA-ALB) for enhancing the efficacy and user satisfaction of cloud services. Efficient Scheduling Scheme for the virtual machines using machine learning algorithm is proposed in this work. Initially, process of K-means clustering is used for computing optimal min-max rates and then, local search capability for solving the load balancing problems in cloud model is determined with the incorporation of Evolutionary Algorithm. The results show that the proposed model achieves better results in terms of load balancing factors, Virtual Machine (VM) migration, energy consumption and so on, when compared to the existing model.

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APA Style
Ameen, J.N., Begum, S.J. (2022). Evolutionary algorithm based adaptive load balancing (EA-ALB) in cloud computing framework. Intelligent Automation & Soft Computing, 34(2), 1281-1294. https://doi.org/10.32604/iasc.2022.025137
Vancouver Style
Ameen JN, Begum SJ. Evolutionary algorithm based adaptive load balancing (EA-ALB) in cloud computing framework. Intell Automat Soft Comput . 2022;34(2):1281-1294 https://doi.org/10.32604/iasc.2022.025137
IEEE Style
J.N. Ameen and S.J. Begum, "Evolutionary Algorithm Based Adaptive Load Balancing (EA-ALB) in Cloud Computing Framework," Intell. Automat. Soft Comput. , vol. 34, no. 2, pp. 1281-1294. 2022. https://doi.org/10.32604/iasc.2022.025137



cc This work is licensed under a Creative Commons Attribution 4.0 International License , which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
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