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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...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi Publishing Corporation
2014
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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. |
format | Online Article Text |
id | pubmed-4032750 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2014 |
publisher | Hindawi Publishing Corporation |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT zhaijie novelwebserviceselectionmodelbasedondiscretegroupsearch AT shaozhiqing novelwebserviceselectionmodelbasedondiscretegroupsearch AT guoyi novelwebserviceselectionmodelbasedondiscretegroupsearch AT zhanghaiteng novelwebserviceselectionmodelbasedondiscretegroupsearch |