Using Genetic Algorithm for Load Balancing in Cloud Computing

被引:0
|
作者
Makasarwala, Hussain A. [1 ]
Hazari, Prasun [2 ]
机构
[1] PIET Vadodara, CSE, Vadodara, Gujarat, India
[2] PIET Vadodara, CSE Dept, Vadodara, Gujarat, India
关键词
Genetic Algorithm; GA; Cloud Computing; Load Balancing;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Cloud Computing is set of resources available on pay per use model. The User requests on cloud for the services which is increasing day by day and for the better performance it should be balanced such that all the requests should be answered in minimum time. Therefore, Load Balancing is required and it is one of the major Issues in Cloud Computing. Moreover, it is termed as Load Balancing is NP-Complete Problem because as the number of request increases, balancing the load becomes tougher. This paper gives a genetic algorithm (GA) based approach for load balancing in cloud. For population initialization, priority of request is considered based on their time. The idea behind the considering the priority is to get real world visualization. In Real World Scenario requests have some priorities which we can used for our Algorithm. Simulation of the proposed method is done using Cloud Analyst. Simulation Results shows that proposed method performs well then existing once with some real world picture.
引用
收藏
页数:5
相关论文
共 50 条
  • [1] Load balancing in Cloud Computing using Genetic Algorithm
    Lagwal, Monika
    Bhardwaj, Neha
    [J]. 2017 INTERNATIONAL CONFERENCE ON INTELLIGENT COMPUTING AND CONTROL SYSTEMS (ICICCS), 2017, : 560 - 565
  • [2] Load Balancing in Cloud Computing Using Genetic Algorithm and Fuzzy Logic
    Saadat, Ali
    Masehian, Ellips
    [J]. 2019 6TH INTERNATIONAL CONFERENCE ON COMPUTATIONAL SCIENCE AND COMPUTATIONAL INTELLIGENCE (CSCI 2019), 2019, : 1435 - 1440
  • [3] Cloud computing load balancing based on improved genetic algorithm
    Zhu, Fengxia
    [J]. INTERNATIONAL JOURNAL OF GLOBAL ENERGY ISSUES, 2024, 46 (3-4) : 191 - 207
  • [4] Load Balancing in Cloud Computing Using Dynamic Load Management Algorithm
    Panwar, Reena
    Mallick, Bhawna
    [J]. 2015 INTERNATIONAL CONFERENCE ON GREEN COMPUTING AND INTERNET OF THINGS (ICGCIOT), 2015, : 773 - 778
  • [5] Load Balancing Task Scheduling based on Genetic Algorithm in Cloud Computing
    Wang, Tingting
    Liu, Zhaobin
    Chen, Yi
    Xu, Yujie
    Dai, Xiaoming
    [J]. 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 - +
  • [6] A Genetic Algorithm (GA) based Load Balancing Strategy for Cloud Computing
    Dasgupta, Kousik
    Mandal, Brototi
    Dutta, Paramartha
    Mondal, Jyotsna Kumar
    Dam, Santanu
    [J]. FIRST INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE: MODELING TECHNIQUES AND APPLICATIONS (CIMTA) 2013, 2013, 10 : 340 - 347
  • [7] Load balancing in cloud computing using water wave algorithm
    Arulkumar, V
    Bhalaji, N.
    [J]. CONCURRENCY AND COMPUTATION-PRACTICE & EXPERIENCE, 2022, 34 (08):
  • [8] Load Balancing in Cloud Computing Using Modified Throttled Algorithm
    Domanal, Shridhar G.
    Reddy, G. Ram Mohana
    [J]. 2013 IEEE INTERNATIONAL CONFERENCE ON CLOUD COMPUTING IN EMERGING MARKETS (CCEM), 2013,
  • [9] An Approach for Load Balancing in Cloud Computing Using JAYA Algorithm
    Mohanty, Subhadarshini
    Patra, Prashanta Kumar
    Ray, Mitrabinda
    Mohapatra, Subasish
    [J]. INTERNATIONAL JOURNAL OF INFORMATION TECHNOLOGY AND WEB ENGINEERING, 2019, 14 (01) : 27 - 41
  • [10] NBST Algorithm: A load balancing algorithm in cloud computing
    Sidana, Shubham
    Tiwari, Neha
    Gupta, Anurag
    Kushwaha, Inall Singh
    [J]. 2016 IEEE INTERNATIONAL CONFERENCE ON COMPUTING, COMMUNICATION AND AUTOMATION (ICCCA), 2016, : 1178 - 1181