约束求解的超启发式方法

Broderick Crawford, Carlos Castro, É. Monfroy
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引用次数: 4

摘要

在这项工作中,我们提出了一个选择函数来指导约束规划解决约束满足问题。为了更有效地解决手头的问题,我们利用一些搜索过程的特征来动态地选择枚举策略(变量+值选择启发式)。我们的方法的主要新颖之处在于,我们仅根据解决当前问题时收集的性能数据重新配置搜索。我们报告了令人鼓舞的结果,我们的组合策略优于使用单个策略。
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A Hyperheuristic Approach for Constraint Solving
In this work we propose a Choice Function for guiding Constraint Programming in the resolution of Constraint Satisfaction Problems. We exploit some search process features to select on the fly the Enumeration Strategy (Variable + Value Selection Heuristics) in order to more efficiently solve the problem at hand. The main novelty of our approach is that we reconfigure the search based solely on performance data gathered while solving the current problem. We report encouraging results where our combination of strategies outperforms the use of individual strategies.
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