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Novel Web Service Selection Model Based on Discrete Group Search

In our earlier work, we present a novel formal method for the semiautomatic verification of specifications and for describing web service composition components by using abstract concepts. After verification, the instantiations of components were selected to satisfy the complex service performance c...

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Detalles Bibliográficos
Autores principales: Zhai, Jie, Shao, Zhiqing, Guo, Yi, Zhang, Haiteng
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi Publishing Corporation 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4032750/
https://www.ncbi.nlm.nih.gov/pubmed/24892052
http://dx.doi.org/10.1155/2014/460593
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author Zhai, Jie
Shao, Zhiqing
Guo, Yi
Zhang, Haiteng
author_facet Zhai, Jie
Shao, Zhiqing
Guo, Yi
Zhang, Haiteng
author_sort Zhai, Jie
collection PubMed
description In our earlier work, we present a novel formal method for the semiautomatic verification of specifications and for describing web service composition components by using abstract concepts. After verification, the instantiations of components were selected to satisfy the complex service performance constraints. However, selecting an optimal instantiation, which comprises different candidate services for each generic service, from a large number of instantiations is difficult. Therefore, we present a new evolutionary approach on the basis of the discrete group search service (D-GSS) model. With regard to obtaining the optimal multiconstraint instantiation of the complex component, the D-GSS model has competitive performance compared with other service selection models in terms of accuracy, efficiency, and ability to solve high-dimensional service composition component problems. We propose the cost function and the discrete group search optimizer (D-GSO) algorithm and study the convergence of the D-GSS model through verification and test cases.
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spelling pubmed-40327502014-06-02 Novel Web Service Selection Model Based on Discrete Group Search Zhai, Jie Shao, Zhiqing Guo, Yi Zhang, Haiteng ScientificWorldJournal Research Article In our earlier work, we present a novel formal method for the semiautomatic verification of specifications and for describing web service composition components by using abstract concepts. After verification, the instantiations of components were selected to satisfy the complex service performance constraints. However, selecting an optimal instantiation, which comprises different candidate services for each generic service, from a large number of instantiations is difficult. Therefore, we present a new evolutionary approach on the basis of the discrete group search service (D-GSS) model. With regard to obtaining the optimal multiconstraint instantiation of the complex component, the D-GSS model has competitive performance compared with other service selection models in terms of accuracy, efficiency, and ability to solve high-dimensional service composition component problems. We propose the cost function and the discrete group search optimizer (D-GSO) algorithm and study the convergence of the D-GSS model through verification and test cases. Hindawi Publishing Corporation 2014 2014-04-15 /pmc/articles/PMC4032750/ /pubmed/24892052 http://dx.doi.org/10.1155/2014/460593 Text en Copyright © 2014 Jie Zhai et al. https://creativecommons.org/licenses/by/3.0/ This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Article
Zhai, Jie
Shao, Zhiqing
Guo, Yi
Zhang, Haiteng
Novel Web Service Selection Model Based on Discrete Group Search
title Novel Web Service Selection Model Based on Discrete Group Search
title_full Novel Web Service Selection Model Based on Discrete Group Search
title_fullStr Novel Web Service Selection Model Based on Discrete Group Search
title_full_unstemmed Novel Web Service Selection Model Based on Discrete Group Search
title_short Novel Web Service Selection Model Based on Discrete Group Search
title_sort novel web service selection model based on discrete group search
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4032750/
https://www.ncbi.nlm.nih.gov/pubmed/24892052
http://dx.doi.org/10.1155/2014/460593
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