A Multiuser Manufacturing Resource Service Composition Method Based on the Bees Algorithm
Joint Authors
Xie, Yongquan
Xu, Wenjun
Ji, Chunqian
Zhou, Zude
Pham, Duc Truong
Source
Computational Intelligence and Neuroscience
Issue
Vol. 2015, Issue 2015 (31 Dec. 2015), pp.1-13, 13 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2015-08-03
Country of Publication
Egypt
No. of Pages
13
Main Subjects
Abstract EN
In order to realize an optimal resource service allocation in current open and service-oriented manufacturing model, multiuser resource service composition (RSC) is modeled as a combinational and constrained multiobjective problem.
The model takes into account both subjective and objective quality of service (QoS) properties as representatives to evaluate a solution.
The QoS properties aggregation and evaluation techniques are based on existing researches.
The basic Bees Algorithm is tailored for finding a near optimal solution to the model, since the basic version is only proposed to find a desired solution in continuous domain and thus not suitable for solving the problem modeled in our study.
Particular rules are designed for handling the constraints and finding Pareto optimality.
In addition, the established model introduces a trusted service set to each user so that the algorithm could start by searching in the neighbor of more reliable service chains (known as seeds) than those randomly generated.
The advantages of these techniques are validated by experiments in terms of success rate, searching speed, ability of avoiding ingenuity, and so forth.
The results demonstrate the effectiveness of the proposed method in handling multiuser RSC problems.
American Psychological Association (APA)
Xie, Yongquan& Zhou, Zude& Pham, Duc Truong& Xu, Wenjun& Ji, Chunqian. 2015. A Multiuser Manufacturing Resource Service Composition Method Based on the Bees Algorithm. Computational Intelligence and Neuroscience،Vol. 2015, no. 2015, pp.1-13.
https://search.emarefa.net/detail/BIM-1057754
Modern Language Association (MLA)
Xie, Yongquan…[et al.]. A Multiuser Manufacturing Resource Service Composition Method Based on the Bees Algorithm. Computational Intelligence and Neuroscience No. 2015 (2015), pp.1-13.
https://search.emarefa.net/detail/BIM-1057754
American Medical Association (AMA)
Xie, Yongquan& Zhou, Zude& Pham, Duc Truong& Xu, Wenjun& Ji, Chunqian. A Multiuser Manufacturing Resource Service Composition Method Based on the Bees Algorithm. Computational Intelligence and Neuroscience. 2015. Vol. 2015, no. 2015, pp.1-13.
https://search.emarefa.net/detail/BIM-1057754
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1057754