JOURNAL ARTICLE

Research on cloud computing task scheduling algorithm based on particle swarm optimization

Qing WangXueliang FuGaifang DongTao Li

Year: 2018 Journal:   Journal of Computational Methods in Sciences and Engineering Vol: 19 (2)Pages: 327-335   Publisher: IOS Press

Abstract

In the field of cloud computing, Particle swarm optimization (PSO) is an important intelligent algorithm for solving the task scheduling problem, and has been rapidly developed. In order to improve the overall optimization ability, and get a low cost optimization solution, this paper proposes an im proved particle swarm optimization (IPSO) algorithm based on the adaptive inertia weight and random factor correlation. Simulation results show that under the same conditions, IPSO algorithm is less than the sequential scheduling algorithm, the greedy algorithm, the correlation particle swarm optimization (CPSO) algorithm and the new adaptive inertia weight based particle swarm optimization (NewPSO) algorithm in terms of cost consumption (including time cost and virtual machine cost).

Keywords:
Computer science Particle swarm optimization Cloud computing Multi-swarm optimization Task (project management) Scheduling (production processes) Algorithm Distributed computing Mathematical optimization Mathematics Operating system Engineering

Metrics

11
Cited By
1.79
FWCI (Field Weighted Citation Impact)
6
Refs
0.88
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
Distributed and Parallel Computing Systems
Physical Sciences →  Computer Science →  Computer Networks and Communications
IoT and Edge/Fog Computing
Physical Sciences →  Computer Science →  Computer Networks and Communications

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