International Journal of Computational Intelligence Systems

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Volume 11, Issue 1, 2018, Pages 330 - 339

Data-Intensive Service Provision Based on Particle Swarm Optimization

Authors
Lijuan Wang1, *, Jun Shen2
1School of Cyber Engineering, Xidian University, Xi’an, China
2School of Computing and Information Technology, University of Wollongong, Wollongong, Australia
*Corresponding author, E-mail: ljwang@xidian.edu.cn
Corresponding Author
Lijuan Wang
Received 26 June 2017, Accepted 24 November 2017, Available Online 1 January 2018.
DOI
10.2991/ijcis.11.1.25How to use a DOI?
Keywords
data-intensive service provision; ant colony optimization; genetic algorithm; particle swarm optimization
Abstract

The data-intensive service provision is characterized by the large of scale of services and data and also the high-dimensions of QoS. However, most of the existing works failed to take into account the characteristics of data-intensive services and the effect of the big data sets on the whole performance of service provision. There are many new challenges for service provision, especially in terms of autonomy, scalability, adaptability, and robustness. In this paper, we will propose a discrete particle swarm optimization algorithm to resolve the data-intensive service provision problem. To evaluate the proposed algorithm, we compared it with an ant colony optimization algorithm and a genetic algorithm with respect to three performance metrics.

Copyright
© 2018, the Authors. Published by Atlantis Press.
Open Access
This is an open access article under the CC BY-NC license (http://creativecommons.org/licences/by-nc/4.0/).

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<Previous Article In Issue
Next Article In Issue>
Journal
International Journal of Computational Intelligence Systems
Volume-Issue
11 - 1
Pages
330 - 339
Publication Date
2018/01/01
ISSN (Online)
1875-6883
ISSN (Print)
1875-6891
DOI
10.2991/ijcis.11.1.25How to use a DOI?
Copyright
© 2018, the Authors. Published by Atlantis Press.
Open Access
This is an open access article under the CC BY-NC license (http://creativecommons.org/licences/by-nc/4.0/).

Cite this article

risenwbib
TY  - JOUR
AU  - Lijuan Wang
AU  - Jun Shen
PY  - 2018
DA  - 2018/01/01
TI  - Data-Intensive Service Provision Based on Particle Swarm Optimization
JO  - International Journal of Computational Intelligence Systems
SP  - 330
EP  - 339
VL  - 11
IS  - 1
SN  - 1875-6883
UR  - https://doi.org/10.2991/ijcis.11.1.25
DO  - 10.2991/ijcis.11.1.25
ID  - Wang2018
ER  -