A Fuzzy Based Hybrid Firefly Optimization Technique for Load Balancing in Cloud Datacenters

被引:3
|
作者
Shri, M. Lawanya [1 ]
Devi, E. Ganga [2 ]
Balusamy, Balamurugan [3 ]
Kadry, Seifedine [4 ]
Misra, Sanjay [5 ]
Odusami, Modupe [5 ]
机构
[1] VIT Univ, Vellore, Tamil Nadu, India
[2] Loyla Coll, Chennai, Tamil Nadu, India
[3] Galgotia Univ, Greater Noida, India
[4] Beirut Arab Univ, Fac Sci, Dept Math & Comp Sci, Beirut, Lebanon
[5] Covenant Univ, Dept Elect & Informat Engn, Ota, Nigeria
关键词
Cloud computing; Load balancing; Firefly algorithm; Fuzzy rules; Simulated annealing algorithm; ALGORITHM;
D O I
10.1007/978-3-030-16681-6_46
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 technology has massive inferences with the use of virtualization technologies. Most of the organizations have incorporated to practice the virtualization strategies to create and operate an effective dynamic data center. The growing maturity of the technologies and utilities of the cloud make the users hasten the adoption of the cloud. The dynamic demanding nature of cloud resources leads to an imbalance in virtual machine utilization and radically increases the energy consumption and operating cost of the data center. In this paper, we propose a fuzzy based hybrid load balancing algorithm for the optimal utilization of virtual machines. The proposed algorithm aim is to reduce the makespan, response time and cost with minimal energy usage and resource wastage. The fuzzy based hybrid optimization approach unveils better performance than existing metaheuristic load balancing algorithms.
引用
收藏
页码:463 / 473
页数:11
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