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An Introduction of FD-Complete Constraints

The performance of solving a constraint problem can often be improved by converting a subproblem into a single constraint (for example into a regular membership constraint or a table constraint). In the past, it stood out, that specialist constraint solvers (like simplex solver or SAT solver) outper...

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Detalles Bibliográficos
Autores principales: Löffler, Sven, Liu, Ke, Hofstedt, Petra
Formato: Online Artículo Texto
Lenguaje:English
Publicado: 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7256598/
http://dx.doi.org/10.1007/978-3-030-49186-4_3
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author Löffler, Sven
Liu, Ke
Hofstedt, Petra
author_facet Löffler, Sven
Liu, Ke
Hofstedt, Petra
author_sort Löffler, Sven
collection PubMed
description The performance of solving a constraint problem can often be improved by converting a subproblem into a single constraint (for example into a regular membership constraint or a table constraint). In the past, it stood out, that specialist constraint solvers (like simplex solver or SAT solver) outperform general constraint solvers, for the problems they can handle. The disadvantage of such specialist constraint solvers is that they can handle only a small subset of problems with special limitations to the domains of the variables and/or to the allowed constraints. In this paper we introduce the concept of fd-complete constraints and fd-complete constraint satisfaction problems, which allow combining both previous approaches. More accurately, we convert general constraint problems into problems which use only one, respectively one kind of constraint. The goal is it to interpret and solve the converted constraint problems with specialist solvers, which can solve the transformed constraint problems faster than the original solver the original constraint problems.
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spelling pubmed-72565982020-05-29 An Introduction of FD-Complete Constraints Löffler, Sven Liu, Ke Hofstedt, Petra Artificial Intelligence Applications and Innovations Article The performance of solving a constraint problem can often be improved by converting a subproblem into a single constraint (for example into a regular membership constraint or a table constraint). In the past, it stood out, that specialist constraint solvers (like simplex solver or SAT solver) outperform general constraint solvers, for the problems they can handle. The disadvantage of such specialist constraint solvers is that they can handle only a small subset of problems with special limitations to the domains of the variables and/or to the allowed constraints. In this paper we introduce the concept of fd-complete constraints and fd-complete constraint satisfaction problems, which allow combining both previous approaches. More accurately, we convert general constraint problems into problems which use only one, respectively one kind of constraint. The goal is it to interpret and solve the converted constraint problems with specialist solvers, which can solve the transformed constraint problems faster than the original solver the original constraint problems. 2020-05-06 /pmc/articles/PMC7256598/ http://dx.doi.org/10.1007/978-3-030-49186-4_3 Text en © IFIP International Federation for Information Processing 2020 This article is made available via the PMC Open Access Subset for unrestricted research re-use and secondary analysis in any form or by any means with acknowledgement of the original source. These permissions are granted for the duration of the World Health Organization (WHO) declaration of COVID-19 as a global pandemic.
spellingShingle Article
Löffler, Sven
Liu, Ke
Hofstedt, Petra
An Introduction of FD-Complete Constraints
title An Introduction of FD-Complete Constraints
title_full An Introduction of FD-Complete Constraints
title_fullStr An Introduction of FD-Complete Constraints
title_full_unstemmed An Introduction of FD-Complete Constraints
title_short An Introduction of FD-Complete Constraints
title_sort introduction of fd-complete constraints
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7256598/
http://dx.doi.org/10.1007/978-3-030-49186-4_3
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