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A Local Stability Supported Parallel Distributed Constraint Optimization Algorithm
This paper presents a new distributed constraint optimization algorithm called LSPA, which can be used to solve large scale distributed constraint optimization problem (DCOP). Different from the access of local information in the existing algorithms, a new criterion called local stability is defined...
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/PMC4106159/ https://www.ncbi.nlm.nih.gov/pubmed/25105166 http://dx.doi.org/10.1155/2014/734975 |
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author | Peibo, Duan Changsheng, Zhang Bin, Zhang |
author_facet | Peibo, Duan Changsheng, Zhang Bin, Zhang |
author_sort | Peibo, Duan |
collection | PubMed |
description | This paper presents a new distributed constraint optimization algorithm called LSPA, which can be used to solve large scale distributed constraint optimization problem (DCOP). Different from the access of local information in the existing algorithms, a new criterion called local stability is defined and used to evaluate which is the next agent whose value needs to be changed. The propose of local stability opens a new research direction of refining initial solution by finding key agents which can seriously effect global solution once they modify assignments. In addition, the construction of initial solution could be received more quickly without repeated assignment and conflict. In order to execute parallel search, LSPA finds final solution by constantly computing local stability of compatible agents. Experimental evaluation shows that LSPA outperforms some of the state-of-the-art incomplete distributed constraint optimization algorithms, guaranteeing better solutions received within ideal time. |
format | Online Article Text |
id | pubmed-4106159 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2014 |
publisher | Hindawi Publishing Corporation |
record_format | MEDLINE/PubMed |
spelling | pubmed-41061592014-08-07 A Local Stability Supported Parallel Distributed Constraint Optimization Algorithm Peibo, Duan Changsheng, Zhang Bin, Zhang ScientificWorldJournal Research Article This paper presents a new distributed constraint optimization algorithm called LSPA, which can be used to solve large scale distributed constraint optimization problem (DCOP). Different from the access of local information in the existing algorithms, a new criterion called local stability is defined and used to evaluate which is the next agent whose value needs to be changed. The propose of local stability opens a new research direction of refining initial solution by finding key agents which can seriously effect global solution once they modify assignments. In addition, the construction of initial solution could be received more quickly without repeated assignment and conflict. In order to execute parallel search, LSPA finds final solution by constantly computing local stability of compatible agents. Experimental evaluation shows that LSPA outperforms some of the state-of-the-art incomplete distributed constraint optimization algorithms, guaranteeing better solutions received within ideal time. Hindawi Publishing Corporation 2014 2014-07-03 /pmc/articles/PMC4106159/ /pubmed/25105166 http://dx.doi.org/10.1155/2014/734975 Text en Copyright © 2014 Duan Peibo 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 Peibo, Duan Changsheng, Zhang Bin, Zhang A Local Stability Supported Parallel Distributed Constraint Optimization Algorithm |
title | A Local Stability Supported Parallel Distributed Constraint Optimization Algorithm |
title_full | A Local Stability Supported Parallel Distributed Constraint Optimization Algorithm |
title_fullStr | A Local Stability Supported Parallel Distributed Constraint Optimization Algorithm |
title_full_unstemmed | A Local Stability Supported Parallel Distributed Constraint Optimization Algorithm |
title_short | A Local Stability Supported Parallel Distributed Constraint Optimization Algorithm |
title_sort | local stability supported parallel distributed constraint optimization algorithm |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4106159/ https://www.ncbi.nlm.nih.gov/pubmed/25105166 http://dx.doi.org/10.1155/2014/734975 |
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