In this paper we propose a form of reasoning on specifications of combinatorial problems, with the goal of reformulating them so that they are more efficiently solvable. The reformulation technique highlights constraints that can be safely "delayed", and solved afterwards. Our main contribution is the characterization (with soundness proof) of safe-delay constraints with respect to a criterion on the specification, thus obtaining a mechanism for the automated reformulation of specifications applicable to a great variety of problems, e.g., graph coloring, bin-packing, and job-shop scheduling. This is an advancement with respect to the forms of reasoning done by state-of-the-art-systems, which typically just detect linearity of specifications. Another contribution is an experimentation on the effectiveness of the proposed technique using six different solvers, which reveals promising time savings. (c) 2006 Elsevier B.V. All rights reserved.

Automated reformulation of specifications by safe delay of constraints / Cadoli, Marco; Mancini, Toni. - In: ARTIFICIAL INTELLIGENCE. - ISSN 0004-3702. - STAMPA. - 170:8-9(2006), pp. 779-801. [10.1016/j.artint.2006.01.008]

Automated reformulation of specifications by safe delay of constraints

CADOLI, Marco;MANCINI, Toni
2006

Abstract

In this paper we propose a form of reasoning on specifications of combinatorial problems, with the goal of reformulating them so that they are more efficiently solvable. The reformulation technique highlights constraints that can be safely "delayed", and solved afterwards. Our main contribution is the characterization (with soundness proof) of safe-delay constraints with respect to a criterion on the specification, thus obtaining a mechanism for the automated reformulation of specifications applicable to a great variety of problems, e.g., graph coloring, bin-packing, and job-shop scheduling. This is an advancement with respect to the forms of reasoning done by state-of-the-art-systems, which typically just detect linearity of specifications. Another contribution is an experimentation on the effectiveness of the proposed technique using six different solvers, which reveals promising time savings. (c) 2006 Elsevier B.V. All rights reserved.
2006
constraint satisfaction problems; modelling; propositional satisfiability; reformulation; second-order logic
01 Pubblicazione su rivista::01a Articolo in rivista
Automated reformulation of specifications by safe delay of constraints / Cadoli, Marco; Mancini, Toni. - In: ARTIFICIAL INTELLIGENCE. - ISSN 0004-3702. - STAMPA. - 170:8-9(2006), pp. 779-801. [10.1016/j.artint.2006.01.008]
File allegati a questo prodotto
Non ci sono file associati a questo prodotto.

I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.

Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11573/240232
 Attenzione

Attenzione! I dati visualizzati non sono stati sottoposti a validazione da parte dell'ateneo

Citazioni
  • ???jsp.display-item.citation.pmc??? ND
  • Scopus 8
  • ???jsp.display-item.citation.isi??? 9
social impact