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
下载
收藏
页码:267 / 284
页数:17
相关论文
共 50 条
  • [1] Load balancing of IoT tasks in the cloud computing by using sparrow search algorithm
    Abdulhammed, Omar Younis
    JOURNAL OF SUPERCOMPUTING, 2022, 78 (03): : 3266 - 3287
  • [2] Load balancing of IoT tasks in the cloud computing by using sparrow search algorithm
    Omar Younis Abdulhammed
    The Journal of Supercomputing, 2022, 78 : 3266 - 3287
  • [3] Using Genetic Algorithm for Load Balancing in Cloud Computing
    Makasarwala, Hussain A.
    Hazari, Prasun
    2016 8TH INTERNATIONAL CONFERENCE ON ELECTRONICS, COMPUTERS AND ARTIFICIAL INTELLIGENCE (ECAI), 2016,
  • [4] Load balancing in Cloud Computing using Genetic Algorithm
    Lagwal, Monika
    Bhardwaj, Neha
    2017 INTERNATIONAL CONFERENCE ON INTELLIGENT COMPUTING AND CONTROL SYSTEMS (ICICCS), 2017, : 560 - 565
  • [5] Load Balancing in Cloud Computing Using Dynamic Load Management Algorithm
    Panwar, Reena
    Mallick, Bhawna
    2015 INTERNATIONAL CONFERENCE ON GREEN COMPUTING AND INTERNET OF THINGS (ICGCIOT), 2015, : 773 - 778
  • [6] Load Balancing in Cloud Computing Using Modified Throttled Algorithm
    Domanal, Shridhar G.
    Reddy, G. Ram Mohana
    2013 IEEE INTERNATIONAL CONFERENCE ON CLOUD COMPUTING IN EMERGING MARKETS (CCEM), 2013,
  • [7] Load balancing in cloud computing using water wave algorithm
    Arulkumar, V
    Bhalaji, N.
    CONCURRENCY AND COMPUTATION-PRACTICE & EXPERIENCE, 2022, 34 (08):
  • [8] An Approach for Load Balancing in Cloud Computing Using JAYA Algorithm
    Mohanty, Subhadarshini
    Patra, Prashanta Kumar
    Ray, Mitrabinda
    Mohapatra, Subasish
    INTERNATIONAL JOURNAL OF INFORMATION TECHNOLOGY AND WEB ENGINEERING, 2019, 14 (01) : 27 - 41
  • [9] Hybrid Cuckoo Search Algorithm for Scheduling in Cloud Computing
    Kumar, Manoj
    Suman
    CMC-COMPUTERS MATERIALS & CONTINUA, 2022, 71 (01): : 1641 - 1660
  • [10] NBST Algorithm: A load balancing algorithm in cloud computing
    Sidana, Shubham
    Tiwari, Neha
    Gupta, Anurag
    Kushwaha, Inall Singh
    2016 IEEE INTERNATIONAL CONFERENCE ON COMPUTING, COMMUNICATION AND AUTOMATION (ICCCA), 2016, : 1178 - 1181