Title :
Interleaved Asynchronous Arc Consistency in Distributed Constraint Networks
Author :
Hammoujan, S. ; Bouyakhf, E.H. ; Benelallam, I.
Author_Institution :
Fac. of Sci., Mohammed the fifth Univ. - Agdal, Rabat, Morocco
Abstract :
Distributed Constraint Satisfaction Problem (DisCSP) is an area of research in multi-agent systems. In recent years, several distributed constraint algorithms, which perform a depth-first search in a bottom up manner according to pseudo-trees [21], [22], were proposed. In this paper, we present a new asynchronous algorithm that makes use of the problem structure when possible for solving DisCSPs. The algorithm, Interleaved Asynchronous Arc Consistency (ILAAC), is based on the AMAC algorithm [6] and is performed on a pseudo-tree ordering of the constraint graph. The algorithm needs only a polynomial space complexity. This allows to find solutions more efficiently. The experimental results show clearly the usefulness of constraint propagation technique combined with pseudo-tree re-arrangement either for random problems or for distributed graph coloring in terms of communication cost and computation effort.
Keywords :
computational complexity; constraint satisfaction problems; graph colouring; multi-agent systems; tree searching; AMAC algorithm; DisCSP; ILAAC; constraint graph; constraint propagation technique; depth-first search; distributed constraint network; distributed constraint satisfaction problem; distributed graph coloring; interleaved asynchronous arc consistency; multiagent system; polynomial space complexity; pseudotree ordering; Artificial intelligence; Cognition; Conferences; Maintenance engineering; Merging; Multi-agent systems; Radiation detectors; Constraint propagation; Distributed Constraint Satisfaction Problems; Multi-Agents Systems; Pseudo-tree;
Conference_Titel :
Tools with Artificial Intelligence (ICTAI), 2012 IEEE 24th International Conference on
Conference_Location :
Athens
Print_ISBN :
978-1-4799-0227-9
DOI :
10.1109/ICTAI.2012.32