Load balancing in cloud computing using cuckoo search algorithm

被引:0
|
作者
Mondal B. [1 ]
机构
[1] Department of Computer Science, Sammilani Mahavidyalaya, University of Calcutta, Kolkata
关键词
cloud computing; cuckoo search algorithm; load balancing; response time;
D O I
10.1504/IJCC.2024.139594
中图分类号
学科分类号
摘要
A competent cloud load balancer should modify its approach to the dynamic environment and the different types of tasks. Load balancing (LB) in cloud computing can be viewed as an optimisation problem. As load balancing in cloud is an NP-complete problem, the best solution cannot be found using gradient-based methods that look for optimal solutions to NP-complete problems in a reasonable amount of time. Therefore, evolutionary and meta-heuristic methods should be applied to tackle the load balancing issue. In this paper, a novel load balancing method based on cuckoo search (CS) algorithm is proposed. This method successfully distributes the load among the available virtual machines (VMs) while maintaining a low response time (RT) overall. Thus, its simulation is performed, and comparative simulation results reveal that the suggested approach outperforms existing tactics like round robin (RR), stochastic hill climbing (SHC), and genetic algorithm (GA). Copyright © 2024 Inderscience Enterprises Ltd.
引用
收藏
页码:267 / 284
页数:17
相关论文
共 50 条
  • [31] Cloud Computing-Effect of Evolutionary Algorithm on Load Balancing
    Aslanzadeh, Shahrzad
    Chaczko, Zenon
    Chiu, Christopher
    COMPUTATIONAL INTELLIGENCE AND EFFICIENCY IN ENGINEERING SYSTEMS, 2015, 595 : 217 - 225
  • [32] Dynamic And Elasticity ACO Load Balancing Algorithm for Cloud Computing
    Padmavathi, M.
    Basha, Shaik Mahaboob
    2017 INTERNATIONAL CONFERENCE ON INTELLIGENT COMPUTING AND CONTROL SYSTEMS (ICICCS), 2017, : 77 - 81
  • [33] LOAD BALANCING IN CLOUD COMPUTING VIA MAYFLY OPTIMIZATION ALGORITHM
    Jesi, Maria
    Appathurai, Ahilan
    Kumaran, Muthu
    Kumar, Arul
    REVUE ROUMAINE DES SCIENCES TECHNIQUES-SERIE ELECTROTECHNIQUE ET ENERGETIQUE, 2024, 69 (01): : 79 - 84
  • [34] Evaluation and Improvement of Load Balancing Using Proposed Cuckoo Search in CloudSim
    Garg, Deepak
    Kumar, Pardeep
    ADVANCED INFORMATICS FOR COMPUTING RESEARCH, PT I, 2019, 1075 : 343 - 358
  • [35] A Load Balancing Strategy for Cloud Computing Environment
    Haidri, Raza Abbas
    Katti, C. P.
    Saxena, P. C.
    2014 INTERNATIONAL CONFERENCE ON SIGNAL PROPAGATION AND COMPUTER TECHNOLOGY (ICSPCT 2014), 2014, : 636 - 641
  • [36] Load balancing using improved weighted round robin algorithm in cloud computing environment
    Priya, S. Sree
    Rajendran, T.
    International Journal of Cloud Computing, 2024, 13 (05) : 463 - 484
  • [37] Exponential gravitational search algorithm-based VM migration strategy for load balancing in cloud computing
    Polepally, Vijayakumar
    Chatrapati, K. Shahu
    INTERNATIONAL JOURNAL OF MODELING SIMULATION AND SCIENTIFIC COMPUTING, 2018, 9 (01)
  • [38] Energy Efficient Load Balancing Algorithm for Cloud Computing Using Rock Hyrax Optimization
    Singhal, Saurabh
    Sharma, Ashish
    Anushree
    Verma, Pawan Kumar
    Kumar, Mohit
    Verma, Sahil
    Kavita
    Kaur, Maninder
    Rodrigues, Joel J. P. C.
    Abu Khurma, Ruba
    Garcia-Arenas, Maribel
    IEEE ACCESS, 2024, 12 : 48737 - 48749
  • [39] A Performed Load Balancing Algorithm for Public Cloud Computing Using Ant Colony Optimization
    Ragmani, Awatif
    El Omri, Amina
    Abghour, Noreddine
    Moussaid, Khalid
    Rida, Mohammed
    2016 2ND INTERNATIONAL CONFERENCE ON CLOUD COMPUTING TECHNOLOGIES AND APPLICATIONS (CLOUDTECH), 2016, : 221 - 228
  • [40] 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