Muhammed Basharu
DisBO-wd: a distributed constraint satisfaction algorithm for coarse-grained distributed problems.
Basharu, Muhammed; Arana, In�s; Ahriz, Hatem
Authors
Dr Ines Arana i.arana@rgu.ac.uk
Associate Dean for ESCD
Dr Hatem Ahriz h.ahriz@rgu.ac.uk
Principal Lecturer
Contributors
Max Bramer
Editor
Frans Coenen
Editor
Miltos Petridis
Editor
Abstract
We present a distributed iterative improvement algorithm for solving coarse-grained distributed constraint satisfaction problems (DisCSPs). Our algorithm is inspired by the Distributed Breakout for coarse-grained DisCSPs where we introduce a constraint weight decay and a constraint weight learning mechanism in order to escape local optima. We also introduce some randomisation in order to give the search a better chance of finding the right path to a solution. We show that these mechanisms improve the performance of the algorithm considerably and make it competitive with respect to other algorithms.
Citation
BASHARU, M., ARANA, I. and AHRIZ, H. 2008. DisBO-wd: a distributed constraint satisfaction algorithm for coarse-grained distributed problems. In Bramer, M., Coenen, F. and Petridis, M. (eds.) Research and development in intelligent systems XXIV: technical proceedings of the 27th Annual international conference of the British Computer Society's Specialist Group on Artificial Intelligence (SGAI) (AI-2007): innovative techniques and applications of artificial intelligence, 10-12 December 2007, Cambridge, UK. London: Springer [online], pages 23-36. Available from: https://doi.org/10.1007/978-1-84800-094-0_3
Conference Name | 27th Annual international conference of the British Computer Society's Specialist Group on Artificial Intelligence (SGAI) (AI-2007) |
---|---|
Conference Location | Cambridge, UK |
Start Date | Dec 10, 2007 |
End Date | Dec 12, 2007 |
Acceptance Date | Dec 31, 2007 |
Online Publication Date | Dec 31, 2007 |
Publication Date | Dec 31, 2007 |
Deposit Date | Dec 23, 2008 |
Publicly Available Date | Dec 23, 2008 |
Publisher | Springer |
Pages | 23-36 |
ISBN | 9781848000933 |
DOI | https://doi.org/10.1007/978-1-84800-094-0_3 |
Keywords | Distributed iterative improvement algorithm; Distributed constraint satisfaction problems; DisCSPs |
Public URL | http://hdl.handle.net/10059/280 |
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Publisher Licence URL
https://creativecommons.org/licenses/by-nc-nd/4.0/
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