Hybrid solving algorithms for an extended dynamic constraint satisfaction problem based configuration system

In modern manufacturing, constraint satisfaction problem based product configuration systems have been recognized as an effective and promising approach to represent and solve product family design tasks. In this article, based on an extended dynamic constraint satisfaction problem based product con...

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Main Authors: Wang, Lin, Ng, Wee Keong
其他作者: School of Computer Engineering
格式: Article
語言:English
出版: 2013
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在線閱讀:https://hdl.handle.net/10356/97403
http://hdl.handle.net/10220/13155
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spelling sg-ntu-dr.10356-974032020-05-28T07:17:55Z Hybrid solving algorithms for an extended dynamic constraint satisfaction problem based configuration system Wang, Lin Ng, Wee Keong School of Computer Engineering DRNTU::Engineering::Computer science and engineering In modern manufacturing, constraint satisfaction problem based product configuration systems have been recognized as an effective and promising approach to represent and solve product family design tasks. In this article, based on an extended dynamic constraint satisfaction problem based product configuration system, a hybrid constraint satisfaction problem solving algorithm with forward checking and backjumping with fail-first heuristic is proposed. To control backtracking occurrence in this hybrid solving algorithm when new active variables are introduced into dynamic constraint satisfaction problem, a hybrid heuristic (a combination of an amended most-constrained heuristic and fail-first heuristic) is integrated with forward checking and backjumping for better solution efficiency. Experiments on both algorithms have been performed on a dynamic constraint satisfaction problem based PC configuration task. 2013-08-16T03:59:57Z 2019-12-06T19:42:15Z 2013-08-16T03:59:57Z 2019-12-06T19:42:15Z 2012 2012 Journal Article Wang, L.,& Ng, W. K. Hybrid solving algorithms for an extended dynamic constraint satisfaction problem based configuration system. Concurrent Engineering. https://hdl.handle.net/10356/97403 http://hdl.handle.net/10220/13155 10.1177/1063293X12457401 en Concurrent engineering
institution Nanyang Technological University
building NTU Library
country Singapore
collection DR-NTU
language English
topic DRNTU::Engineering::Computer science and engineering
spellingShingle DRNTU::Engineering::Computer science and engineering
Wang, Lin
Ng, Wee Keong
Hybrid solving algorithms for an extended dynamic constraint satisfaction problem based configuration system
description In modern manufacturing, constraint satisfaction problem based product configuration systems have been recognized as an effective and promising approach to represent and solve product family design tasks. In this article, based on an extended dynamic constraint satisfaction problem based product configuration system, a hybrid constraint satisfaction problem solving algorithm with forward checking and backjumping with fail-first heuristic is proposed. To control backtracking occurrence in this hybrid solving algorithm when new active variables are introduced into dynamic constraint satisfaction problem, a hybrid heuristic (a combination of an amended most-constrained heuristic and fail-first heuristic) is integrated with forward checking and backjumping for better solution efficiency. Experiments on both algorithms have been performed on a dynamic constraint satisfaction problem based PC configuration task.
author2 School of Computer Engineering
author_facet School of Computer Engineering
Wang, Lin
Ng, Wee Keong
format Article
author Wang, Lin
Ng, Wee Keong
author_sort Wang, Lin
title Hybrid solving algorithms for an extended dynamic constraint satisfaction problem based configuration system
title_short Hybrid solving algorithms for an extended dynamic constraint satisfaction problem based configuration system
title_full Hybrid solving algorithms for an extended dynamic constraint satisfaction problem based configuration system
title_fullStr Hybrid solving algorithms for an extended dynamic constraint satisfaction problem based configuration system
title_full_unstemmed Hybrid solving algorithms for an extended dynamic constraint satisfaction problem based configuration system
title_sort hybrid solving algorithms for an extended dynamic constraint satisfaction problem based configuration system
publishDate 2013
url https://hdl.handle.net/10356/97403
http://hdl.handle.net/10220/13155
_version_ 1681057253793202176