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
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
相关论文
共 50 条
  • [41] Load Balancing In Cloud Computing Using Optimization Techniques: A Study
    Dave, Akash
    Patel, Bhargesh
    Bhatt, Gopi
    PROCEEDINGS OF THE 2016 INTERNATIONAL CONFERENCE ON COMMUNICATION AND ELECTRONICS SYSTEMS (ICCES), 2016, : 91 - 96
  • [42] Providing a load balancing method based on dragonfly optimization algorithm for resource allocation in cloud computing
    Amini Z.
    Maeen M.
    Jahangir M.R.
    International Journal of Networked and Distributed Computing, 2018, 6 (1) : 35 - 42
  • [43] A Load Balancing Algorithm in Cloud Computing Based on Modified Particle Swarm Optimization and Game Theory
    Mrhari, Amine
    Hadi, Youssef
    PROCEEDINGS OF 2019 IEEE 4TH WORLD CONFERENCE ON COMPLEX SYSTEMS (WCCS' 19), 2019, : 241 - 246
  • [44] Providing a load balancing method based on dragonfly optimization algorithm for resource allocation in cloud computing
    Amini, Zahra
    Maeen, Mehrdad
    Jahangir, Mohammad Reza
    INTERNATIONAL JOURNAL OF NETWORKED AND DISTRIBUTED COMPUTING, 2018, 6 (01) : 35 - 42
  • [45] Research on Load Optimization Model and Algorithm in Cloud Computing
    Zhang, Shaohui
    Han, Qiuying
    AGRO FOOD INDUSTRY HI-TECH, 2017, 28 (01): : 156 - 159
  • [46] Cloud Computing and Load Balancing in Cloud Computing-Survey
    Jyoti, Amrita
    Shrimali, Manish
    Mishra, Rashmi
    2019 9TH INTERNATIONAL CONFERENCE ON CLOUD COMPUTING, DATA SCIENCE & ENGINEERING (CONFLUENCE 2019), 2019, : 51 - 55
  • [47] Dynamic load balancing algorithm for balancing the workload among virtual machine in cloud computing
    Kumar, Mohit
    Sharma, S. C.
    7TH INTERNATIONAL CONFERENCE ON ADVANCES IN COMPUTING & COMMUNICATIONS (ICACC-2017), 2017, 115 : 322 - 329
  • [48] Load Balancing Task Scheduling based on Genetic Algorithm in Cloud Computing
    Wang, Tingting
    Liu, Zhaobin
    Chen, Yi
    Xu, Yujie
    Dai, Xiaoming
    2014 IEEE 12TH INTERNATIONAL CONFERENCE ON DEPENDABLE, AUTONOMIC AND SECURE COMPUTING (DASC)/2014 IEEE 12TH INTERNATIONAL CONFERENCE ON EMBEDDED COMPUTING (EMBEDDEDCOM)/2014 IEEE 12TH INTERNATIONAL CONF ON PERVASIVE INTELLIGENCE AND COMPUTING (PICOM), 2014, : 146 - +
  • [49] A Genetic Algorithm (GA) based Load Balancing Strategy for Cloud Computing
    Dasgupta, Kousik
    Mandal, Brototi
    Dutta, Paramartha
    Mondal, Jyotsna Kumar
    Dam, Santanu
    FIRST INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE: MODELING TECHNIQUES AND APPLICATIONS (CIMTA) 2013, 2013, 10 : 340 - 347
  • [50] An Adaptive Virtual Machine Load Balancing Algorithm of Cloud Computing System
    Wang, Shan-Shan
    INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE AND COMMUNICATION ENGINEERING (CSCE 2015), 2015, : 1233 - 1237