Solving Coarse-grained DisCSPs with Multi-DisPeL and DisBO-wd

  • Authors:
  • Muhammed Basharu;Ines Arana;Hatem Ahriz

  • Affiliations:
  • -;-;-

  • Venue:
  • IAT '07 Proceedings of the 2007 IEEE/WIC/ACM International Conference on Intelligent Agent Technology
  • Year:
  • 2007

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Abstract

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.