Title :
Maintaining Arc Consistency Asynchronously in Synchronous Distributed Search
Author :
Wahbi, M. ; Ezzahir, R. ; Bessiere, Christian ; Bouyakhf, E.
Author_Institution :
Ecole des Mines de Nantes, TASC INRIA, Nantes, France
Abstract :
We recently proposed No good-Based Asynchronous Forward Checking (AFC-ng), an efficient and robust algorithm for solving Distributed Constraint Satisfaction Problems (DisCSPs). AFC-ng performs an asynchronous forward checking phase during synchronous search. In this paper, we propose two new algorithms based on the same mechanism as AFC-ng. However, instead of using forward checking as a filtering property, we propose to maintain arc consistency asynchronously (MACA). The first algorithm we propose, MACA-del, enforces arc consistency thanks to an additional type of messages, deletion messages. The second algorithm, MACA-not, achieves arc consistency without any new type of message. We provide a theoretical analysis and an experimental evaluation of the proposed approach. Our experiments show the good performance of MACA algorithms, particularly those of MACA-not.
Keywords :
constraint satisfaction problems; query formulation; AFC-ng; DisCSP; MACA-del; MACA-not; asynchronous forward checking; deletion messages; distributed constraint satisfaction problems; maintain arc consistency asynchronously; synchronous distributed search; Algorithm design and analysis; Educational institutions; Frequency control; Inference algorithms; Maintenance engineering; Radiation detectors; Search problems; constraint reasoning; distributed constraint solving; maintaining arc consistency;
Conference_Titel :
Tools with Artificial Intelligence (ICTAI), 2012 IEEE 24th International Conference on
Print_ISBN :
978-1-4799-0227-9
DOI :
10.1109/ICTAI.2012.14