Cat-Squirrel Optimization Algorithm for VM Migration in a Cloud Computing Platform

被引:10
|
作者
Kumar, Ashok C. [1 ]
Sivakumar, P. [2 ]
机构
[1] PSNA Coll Engn & Technol, Kothandaraman Nagar, Tamil Nadu, India
[2] PSG Coll Technol, Coimbatore, India
关键词
Cat Swarm Optimization; Cloud Computing; Migration Factor; Squirrel Search Algorithm; Virtual Machine Migration; VIRTUAL MACHINE MIGRATION; MANAGEMENT ALGORITHM; DATA CENTERS; ENERGY; ALLOCATION; CONSOLIDATION; DELAY;
D O I
10.4018/IJSWIS.297142
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper introduces an approach for the VM migration based on an optimization algorithm named CS in cloud. Selecting the provider is carried out with the usage of multiple constraints, like delay, bandwidth, cost, and load. Subsequently, the effective searching criteria are computed for finding the optimal service on the basis of fitness constraints. The searching criteria are formulated as optimization problems, which are tackled using CS. The proposed CS is designed by integrating CSO with the SSA such that the fitness function is evaluated for the optimal VM migration by considering several parameters, such as delay, cost, bandwidth, and load. Thus, the cloud manager will perform the migration of VM in cloud based on the proposed CS-based VM migration approach. The performance of the CS-based VM migration is evaluated in terms of delay, cost, and load. The proposed CS-based VM migration method achieves the minimal delay of 0.146, minimal cost of 0.052, and the minimal load of 0.182.
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页数:23
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