EBGO: an optimal load balancing algorithm, a solution for existing tribulation to balance the load efficiently on cloud servers

被引:0
|
作者
Prasad Velpula
Rajendra Pamula
机构
[1] Indian Institute of Technology ( ISM),Department of CSE
来源
Multimedia Tools and Applications | 2022年 / 81卷
关键词
Big Data; Cloud computing; Cloud Technology; Energy efficiency; Internet of Things (IoT); Health Care Systems; Load balancing; Performance Optimization; Quality of Service (QoS); Resource utilization; Time To Live (TTL);
D O I
暂无
中图分类号
学科分类号
摘要
A burning challenge is balancing the demand for servers in computer data centers. In the modern era, the bulk of computer systems are used for big data and cloud computing. The Internet of Things (IoT) is becoming a hyper-world of physical, cyber and social worlds with big data as a connection. In the latest systems architectures, managing the load in cloud applications is a major challenge. While several techniques and algorithms have been framed to achieve optimality in the load balancing definition, they are limited to the current problems of that time. However, due to a massive increase in data to be handled for the computing activities that are running on servers, exponential petabytes of data that are stored, the complexity of the problem increases day by day. By efficiently balancing the load and high utilization of the available resources from the computing pool, the solution to such problems can be achieved. When these are performed professionally, optimum values can be accomplished with the prominent use of available resources. Genetic Algorithms, Bacteria Foraging, optimizes the algorithm, Artificial Bee Colony, Optimized ABC are current trending algorithms used in load balancing concepts. All these trending algorithms, while strong, lack certain factors. To overcome them, we proposed an EBGO algorithm that has overcome the disadvantages of the trending load balancing algorithms in terms of certain significant parameters such as response time, energy consumption, weighted total cost, procession time, and many. This model aims to achieve overall optimal parameter values, thus efficiently balancing the demand on servers in data centers, resulting in optimal resource use. This model is often appropriate for health care systems, where large number of different types of systems and data are shared between them.
引用
收藏
页码:34653 / 34675
页数:22
相关论文
共 50 条
  • [1] EBGO: an optimal load balancing algorithm, a solution for existing tribulation to balance the load efficiently on cloud servers
    Velpula, Prasad
    Pamula, Rajendra
    MULTIMEDIA TOOLS AND APPLICATIONS, 2022, 81 (24) : 34653 - 34675
  • [2] Optimal load balancing in cloud: Introduction to hybrid optimization algorithm
    Geetha, Perumal
    Vivekanandan, S. J.
    Yogitha, R.
    Jeyalakshmi, M. S.
    EXPERT SYSTEMS WITH APPLICATIONS, 2024, 237
  • [3] Optimal load balancing and assessment of existing load balancing criteria
    Boulmier, Anthony
    Abdennadher, Nabil
    Chopard, Bastien
    JOURNAL OF PARALLEL AND DISTRIBUTED COMPUTING, 2022, 169 : 211 - 225
  • [4] A High-Dynamic Invocation Load Balancing Algorithm for Distributed Servers in the Cloud
    Qu, Zhaoyang
    Zang, Jiannan
    Wang, Ling
    Sun, Huiyu
    Wang, Yongwen
    INTELLIGENT COMPUTING THEORY, 2014, 8588 : 560 - 571
  • [5] Load Balancing of Processing Servers for Cloud Control System
    Ohnishi, Naoya
    Takanaka, Tooru
    Nakatani, Hiroshi
    ELECTRONICS AND COMMUNICATIONS IN JAPAN, 2016, 99 (10) : 71 - 80
  • [6] 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
  • [7] SIQ Algorithm for Efficient Load Balancing In Cloud
    Sekaran, Kripa
    Devi, K. R. Kosala
    2017 INTERNATIONAL CONFERENCE ON ALGORITHMS, METHODOLOGY, MODELS AND APPLICATIONS IN EMERGING TECHNOLOGIES (ICAMMAET), 2017,
  • [8] The Load Balancing Algorithm in Cloud Computing Environment
    Ren, Haozheng
    Lan, Yihua
    Yin, Chao
    PROCEEDINGS OF 2012 2ND INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE AND NETWORK TECHNOLOGY (ICCSNT 2012), 2012, : 925 - 928
  • [9] Hybrid heuristic algorithm for load balancing in the cloud
    Rahhali, Hamza
    Hanoune, Mostafa
    INTERNATIONAL JOURNAL OF COMPUTER SCIENCE AND NETWORK SECURITY, 2018, 18 (04): : 109 - 115
  • [10] A Load Balancing Algorithm For Private Cloud Storage
    Prabavathy, B.
    Priya, K.
    Babu, Chitra
    2013 FOURTH INTERNATIONAL CONFERENCE ON COMPUTING, COMMUNICATIONS AND NETWORKING TECHNOLOGIES (ICCCNT), 2013,