Title :
Meta-constraints on violations for over constrained problems
Author :
Petit, Thierry ; Regin, J.C. ; Bessiere, Christian
Author_Institution :
ILOG LIRMM, Valbonne, France
Abstract :
Constraint programming techniques are widely used to solve real-world problems. It often happens that such problems are over-constrained and do not have any solution. In such a case, the goal is to find a good compromise. A simple theoretical framework is the Max-CSP, where the goal is to minimize the number of constraint violations. However, in real-life problems, complex rules are generally imposed with respect to violations. Solutions which do not satisfy these rules have no practical interest. Therefore, many frameworks derived from the Max-CSP have been introduced. In this paper, we classify the most usual types of rules, and we show that some of them are not expressible in existing frameworks. We introduce a new paradigm in which all these rules can be encoded, through meta-constraints. Moreover, we show that most of existing frameworks can be included in our model
Keywords :
communicating sequential processes; constraint handling; Max-CSP; constraint programming; meta constraints; over constrained problems; real-life problems; real-world problems; Constraint theory; Frequency; NP-hard problem;
Conference_Titel :
Tools with Artificial Intelligence, 2000. ICTAI 2000. Proceedings. 12th IEEE International Conference on
Conference_Location :
Vancouver, BC
Print_ISBN :
0-7695-0909-6
DOI :
10.1109/TAI.2000.889894