首页> 外文会议>International joint conference on artificial intelligence;IJCAI-09 >Towards Efficient Consistency Enforcement for Global Constraints in Weighted Constraint Satisfaction
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Towards Efficient Consistency Enforcement for Global Constraints in Weighted Constraint Satisfaction

机译:向加权约束满意度中的全局约束寻求有效的一致性执行

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Powerful consistency techniques, such as AC~* and FDAC~*, have been developed for Weighted Constraint Satisfaction Problems (WCSPs) to reduce the space in solution search, but are restricted to only unary and binary constraints. On the other hand, van Hoeve el al. developed efficient graph-based algorithms for handling soft constraints as classical constraint optimization problems. We prove that naively incorporating van Hoeve's method into the WCSP framework can enforce a strong form of Φ-Inverse Consistency, which can prune infeasible values and deduce good lower bound estimates. We further show how Van Hoeve's method can be modified so as to handle cost projection and extension to maintain the stronger AC~* and FDAC~* generalized for non-binary constraints. Using the soft allDif ferent constraint as a testbed, preliminary results demonstrate that our proposal gives improvements up to an order of magnitude both in terms of time and pruning.
机译:已经针对加权约束满足问题(WCSP)开发了强大的一致性技术,例如AC〜*和FDAC〜*,以减少解决方案搜索中的空间,但仅限于一元和二进制约束。另一方面,范·霍夫等人。开发了基于图的高效算法,可将软约束作为经典约束优化问题进行处理。我们证明,将van Hoeve的方法天真地纳入WCSP框架可以强制实现Φ-逆一致性的强形式,从而可以删减不可行的值并得出良好的下界估计。我们进一步展示了如何修改Van Hoeve的方法,以处理成本预测和扩展,以保持针对非二进制约束而推广的更强的AC〜*和FDAC〜*。初步的结果表明,使用软的allDif约束作为测试平台,我们的建议在时间和修剪方面都将改进幅度提高了一个数量级。

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