JOURNAL ARTICLE

Resource Optimization in Cloud Data Centers Using Particle Swarm Optimization

R. B. MadhumalaHarshvardhan TiwariDevaraj Verma C

Year: 2022 Journal:   International Journal of Cloud Applications and Computing Vol: 12 (2)Pages: 1-12   Publisher: IGI Global

Abstract

To meet the ever-growing demand for computational resources, it is mandatory to have the best resource allocation algorithm. In this paper, Particle Swarm Optimization (PSO) algorithm is used to address the resource optimization problem. Particle Swarm Optimization is suitable for continuous data optimization, to use in discrete data as in the case of Virtual Machine placement we need to fine-tune some of the parameters in Particle Swarm Optimization. The Virtual Machine placement problem is addressed by our proposed model called Improved Particle Swarm Optimization (IM-PSO), where the main aim is to maximize the utilization of resources in the cloud datacenter. The obtained results show that the proposed algorithm provides an optimized solution when compared to the existing algorithms.

Keywords:
Particle swarm optimization Multi-swarm optimization Computer science Metaheuristic Cloud computing Mathematical optimization Swarm behaviour Meta-optimization Derivative-free optimization Optimization problem Algorithm Artificial intelligence Mathematics

Metrics

5
Cited By
1.90
FWCI (Field Weighted Citation Impact)
30
Refs
0.86
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Cloud Computing and Resource Management
Physical Sciences →  Computer Science →  Information Systems
IoT and Edge/Fog Computing
Physical Sciences →  Computer Science →  Computer Networks and Communications
Software-Defined Networks and 5G
Physical Sciences →  Computer Science →  Computer Networks and Communications

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