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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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 |
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DRNTU::Engineering::Computer science and engineering Wang, Lin Ng, Wee Keong Hybrid solving algorithms for an extended dynamic constraint satisfaction problem based configuration system |
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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. |
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School of Computer Engineering |
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School of Computer Engineering Wang, Lin Ng, Wee Keong |
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Article |
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Wang, Lin Ng, Wee Keong |
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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 |
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Hybrid solving algorithms for an extended dynamic constraint satisfaction problem based configuration system |
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Hybrid solving algorithms for an extended dynamic constraint satisfaction problem based configuration system |
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hybrid solving algorithms for an extended dynamic constraint satisfaction problem based configuration system |
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2013 |
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https://hdl.handle.net/10356/97403 http://hdl.handle.net/10220/13155 |
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1681057253793202176 |