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A new distributed algorithm for efficient generalized arc-consistency propagation

机译:一种有效的广义弧一致性传播的新分布式算法

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摘要

Generalized arc-consistency propagation is predominantly used in constraint solvers to efficiently prune the search space when solving constraint satisfaction problems. Although many practical applications can be modelled as distributed constraint satisfaction problems, no distributed arc-consistency algorithms so far have considered the privacy of individual agents. In this paper, we propose a new distributed arc-consistency algorithm, called , which leaks less private information of agents than existing distributed arc-consistency algorithms. In particular, uses a novel termination determination mechanism, which allows the agents to share domains, constraints and communication addresses only with relevant agents. We further extend to , which is the first distributed algorithm that enforces generalized arc-consistency on k-ary () constraint satisfaction problems. Theoretical analyses show that our algorithms are efficient in both time and space. Experiments also demonstrate that outperforms the state-of-the-art distributed arc-consistency algorithm and that 's performance scales linearly in the number of agents.
机译:广义弧一致性传播主要用于约束求解器中,以在解决约束满足问题时有效地修剪搜索空间。尽管可以将许多实际应用建模为分布式约束满足问题,但到目前为止,还没有分布式弧一致性算法考虑到单个代理的隐私。在本文中,我们提出了一种新的分布式弧一致性算法,称为,与现有的分布式弧一致性算法相比,它泄漏的代理私有信息更少。特别地,使用新颖的终止确定机制,该机制允许代理仅与相关代理共享域,约束和通信地址。我们进一步扩展到,这是第一个在k-ary()约束满足问题上实施广义弧一致性的分布式算法。理论分析表明,我们的算法在时间和空间上都是有效的。实验还证明,该算法优于最新的分布式电弧一致性算法,并且其性能在代理数量上呈线性比例。

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