Solving Coarse-grained DisCSPs with Multi-DisPeL and DisBO-wd
Basharu, M.; Arana, I.; Ahriz, H.
Intelligent Agent Technology, 2007. IAT apos;07. IEEE/WIC/ACM International Conference on
Volume , Issue , 2-5 Nov. 2007 Page(s):335 - 341
Digital Object Identifier 10.1109/IAT.2007.68
Summary:We present multi-DisPeL, a penalty-based local search distributed algorithm which is able to solve coarse-grained distributed constraint satisfaction problems (DisCSPs) efficiently. Multi-DisPeL uses penalties on values in order to escape local optima during problem solving rather than the popular weights on constraints. We also introduce DisBO-wd, a stochastic algorithm based on DisBO (distributed breakout) which includes a weight decay mechanism. We compare multi-DisPeL and DisBO-wd with other algorithms and show, empirically, that they are more efficient and at least as effective as state of the art algorithms in some problem classes.
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