Title :
Adaptive Constructive Interval Disjunction
Author :
Neveu, Bertrand ; Trombettoni, Gilles
Author_Institution :
LIGM, Univ. Paris Est, Marne-la-Vallee, France
Abstract :
An operator called CID and an efficient variant 3BCID wereproposed in 2007. For numerical CSPs handled by interval methods, these operators compute a partial consistency equivalent to Partition-1-AC for discrete CSPs. The two main parameters of CID are the number of times the main CID procedure is called and the maximum number ofsub-intervals treated by the procedure. The 3BCID operator is state-of-the-art in numerical CSP solving, but not in constrained global optimization. This paper proposes an adaptive variant of 3BCID. The number of variables handled is auto-adapted during the search, the other parameters are fixed and robust to modifications. On a representative sample of instances, ACID appears to be the best approach in solving and optimization, and has been added to the default strategies of the Ibex interval solver.
Keywords :
constraint satisfaction problems; optimisation; 3BCID operator; CID procedure; Ibex interval solver; adaptive constructive interval disjunction; adaptive variant; constrained global optimization; discrete CSP; interval methods; numerical CSP solving; partition-1-AC; state-of-the-art; Accuracy; Benchmark testing; Contracts; Electronic mail; Equations; Optimization; Robustness; adaptive parameter tuning; interval constraint programming;
Conference_Titel :
Tools with Artificial Intelligence (ICTAI), 2013 IEEE 25th International Conference on
Conference_Location :
Herndon, VA
Print_ISBN :
978-1-4799-2971-9
DOI :
10.1109/ICTAI.2013.138