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Authors: Sven Löffler ; Ke Liu and Petra Hofstedt

Affiliation: Brandenburg University of Technology Cottbus-Senftenberg, Germany Department of Mathematics and Computer Science, MINT, Berlin, Germany Programming Languages and Compiler Construction Group, Konrad-Wachsmann-Allee 5, 03044 Cottbus and Germany

Keyword(s): Constraint Programming, CSP, CSOP, Decomposition, Parallelization, Optimization, Parallel Constraint Solving, Problem Splitting.

Related Ontology Subjects/Areas/Topics: Artificial Intelligence ; Constraint Satisfaction ; Symbolic Systems

Abstract: This paper describes a new approach to decompose constraint satisfaction problems (CSPs) using an auxiliary constraint satisfaction optimization problem (CSOP) that detects sub-CSPs which share only few common variables. The purpose of this approach is to find sub-CSPs which can be solved in parallel and combined to a complete solution of the original CSP. Therefore, our decomposition approach has two goals: 1. to evenly balance the workload distribution over all cores and solve the partial CSPs as fast as possible and 2. to minimize the number of shared variables to make the join process of the solutions as fast as possible.

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Paper citation in several formats:
Löffler, S.; Liu, K. and Hofstedt, P. (2019). Decomposing Constraint Satisfaction Problems by Means of Meta Constraint Satisfaction Optimization Problems. In Proceedings of the 11th International Conference on Agents and Artificial Intelligence - Volume 2: ICAART; ISBN 978-989-758-350-6; ISSN 2184-433X, SciTePress, pages 755-761. DOI: 10.5220/0007455907550761

@conference{icaart19,
author={Sven Löffler. and Ke Liu. and Petra Hofstedt.},
title={Decomposing Constraint Satisfaction Problems by Means of Meta Constraint Satisfaction Optimization Problems},
booktitle={Proceedings of the 11th International Conference on Agents and Artificial Intelligence - Volume 2: ICAART},
year={2019},
pages={755-761},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0007455907550761},
isbn={978-989-758-350-6},
issn={2184-433X},
}

TY - CONF

JO - Proceedings of the 11th International Conference on Agents and Artificial Intelligence - Volume 2: ICAART
TI - Decomposing Constraint Satisfaction Problems by Means of Meta Constraint Satisfaction Optimization Problems
SN - 978-989-758-350-6
IS - 2184-433X
AU - Löffler, S.
AU - Liu, K.
AU - Hofstedt, P.
PY - 2019
SP - 755
EP - 761
DO - 10.5220/0007455907550761
PB - SciTePress