Proposing A Load Balancing Algorithm For The Optimization Of Cloud Computing Applications

被引:9
|
作者
Shafiq, Dalia Abdulkareem [1 ]
Jhanjhi, N. Z. [1 ]
Abdullah, Azween [1 ]
机构
[1] Taylors Univ, Sch Comp & IT SoCIT, Subang Jaya, Malaysia
来源
2019 13TH INTERNATIONAL CONFERENCE ON MATHEMATICS, ACTUARIAL SCIENCE, COMPUTER SCIENCE AND STATISTICS (MACS-13) | 2019年
关键词
Cloud Computing; Virtualization; Task Scheduling; Load balancing; Machine Learning; Classification; Optimization; VIRTUAL MACHINE; CLASSIFICATION; WORKLOAD;
D O I
10.1109/macs48846.2019.9024785
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
Cloud Computing (CC) is a fast growing services that make use of pay per use model. The technology provides various services in terms of storage, deployment, web services etc. however the expand of these services and the tremendous increase of user demand has resulted in many challenges to keep up the performance in line with QoS measurement and SLA document provided by cloud providers to enterprises. This expand resulted in challenges such as load balancing. Besides that, user's requirements became hard to fulfil in terms of response time and deadline regarding task scheduling. To address these challenges, this research proposes an optimized algorithm with the use of Machine Learning Classification technique based on deadline constraints. The main objective of the proposed algorithm is to enhance the efficiency, optimize the server resources by considering the priority of different users' tasks and avoid server breakdown. Our proposed algorithm will address the mentioned issues and current research gap based on the recent literature.
引用
收藏
页数:6
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