A reactive and hybrid constraint solver

In Castro et al. [Castro, C., Monfroy, E., Figueroa, C., and Meneses, R. (2005), 'An Approach for Dynamic Split Strategies in Constraint Solving', in Proceedings of MICAI 2005 (Vol. 3789), LNAI, Berlin: Springer, pp. 162-174] a framework for adaptive enumeration strategies and meta-backtra...

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Published inJournal of experimental & theoretical artificial intelligence Vol. 25; no. 1; pp. 1 - 22
Main Authors Monfroy, Eric, Castro, Carlos, Crawford, Broderick, Soto, Ricardo, Paredes, Fernando, Figueroa, Christian
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LanguageEnglish
Published Abingdon Taylor & Francis Group 01.03.2013
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Abstract In Castro et al. [Castro, C., Monfroy, E., Figueroa, C., and Meneses, R. (2005), 'An Approach for Dynamic Split Strategies in Constraint Solving', in Proceedings of MICAI 2005 (Vol. 3789), LNAI, Berlin: Springer, pp. 162-174] a framework for adaptive enumeration strategies and meta-backtracks for a propagation-based constraint solver has been studied. Here, we extend this framework in order to trigger some functions of a solver, or of a hybrid solver to respond to some observations of the solving process. We can also simply design adaptive hybridisation strategies by just changing some rules of the update component of our framework. We experiment with this framework on a hybrid Branch and Bound + propagation solver in which propagation can be triggered w.r.t. some observations of the solving process. The results show that some phases of propagation are not only beneficial to the Branch and Bound algorithm, but also that propagation is too costly to be executed at each node of the search tree. The hybridisation strategies are thus crucial in order to decide when to perform the or not propagation.
AbstractList In Castro et al. [Castro, C., Monfroy, E., Figueroa, C., and Meneses, R. (2005), 'An Approach for Dynamic Split Strategies in Constraint Solving', in Proceedings of MICAI 2005 (Vol. 3789), LNAI, Berlin: Springer, pp. 162-174] a framework for adaptive enumeration strategies and meta-backtracks for a propagation-based constraint solver has been studied. Here, we extend this framework in order to trigger some functions of a solver, or of a hybrid solver to respond to some observations of the solving process. We can also simply design adaptive hybridisation strategies by just changing some rules of the update component of our framework. We experiment with this framework on a hybrid Branch and Bound + propagation solver in which propagation can be triggered w.r.t. some observations of the solving process. The results show that some phases of propagation are not only beneficial to the Branch and Bound algorithm, but also that propagation is too costly to be executed at each node of the search tree. The hybridisation strategies are thus crucial in order to decide when to perform the or not propagation.
In Castro et al. [Castro, C., Monfroy, E., Figueroa, C., and Meneses, R. (2005), 'An Approach for Dynamic Split Strategies in Constraint Solving', in Proceedings of MICAI 2005 (Vol. 3789), LNAI, Berlin: Springer, pp. 162-174] a framework for adaptive enumeration strategies and meta-backtracks for a propagation-based constraint solver has been studied. Here, we extend this framework in order to trigger some functions of a solver, or of a hybrid solver to respond to some observations of the solving process. We can also simply design adaptive hybridisation strategies by just changing some rules of the update component of our framework. We experiment with this framework on a hybrid Branch and Bound + propagation solver in which propagation can be triggered w.r.t. some observations of the solving process. The results show that some phases of propagation are not only beneficial to the Branch and Bound algorithm, but also that propagation is too costly to be executed at each node of the search tree. The hybridisation strategies are thus crucial in order to decide when to perform the or not propagation. [PUBLICATION ABSTRACT]
In Castro et al. [Castro, C., Monfroy, E., Figueroa, C., and Meneses, R. (2005), 'An Approach for Dynamic Split Strategies in Constraint Solving', in Proceedings of MICAI 2005 (Vol. 3789), LNAI, Berlin: Springer, pp. 162-174] a framework for adaptive enumeration strategies and meta-backtracks for a propagation-based constraint solver has been studied. Here, we extend this framework in order to trigger some functions of a solver, or of a hybrid solver to respond to some observations of the solving process. We can also simply design adaptive hybridisation strategies by just changing some rules of the update component of our framework. We experiment with this framework on a hybrid Branch and Bound + propagation solver in which propagation can be triggered w.r.t. some observations of the solving process. The results show that some phases of propagation are not only beneficial to the Branch and Bound algorithm, but also that propagation is too costly to be executed at each node of the search tree. The hybridisation strategies are thus crucial in order to decide when to perform the or not propagation.
Author Castro, Carlos
Crawford, Broderick
Monfroy, Eric
Figueroa, Christian
Soto, Ricardo
Paredes, Fernando
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10.1109/CEC.2009.4982974
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10.1007/978-1-4419-1665-5_18
10.1109/4235.585893
10.1007/978-3-642-21434-9
10.1017/CBO9780511615320
10.1287/ijoc.13.4.258.9733
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Keywords adaptive solving
autonomous search
constraint solving
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In Castro et al. [Castro, C., Monfroy, E., Figueroa, C., and Meneses, R. (2005), 'An Approach for Dynamic Split Strategies in Constraint Solving', in...
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SubjectTerms Algorithms
Artificial Intelligence
autonomous search
Computer Science
constraint solving
Dynamics
Expert systems
hybrid solver
Mathematical functions
Phases
Propagation
reactive search
Searching
Software
Solvers
Strategy
Title A reactive and hybrid constraint solver
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