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ASYNCHRONOUS CONSISTENCY MAINTENANCE

机译:异步一致性维护

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摘要

Maintaining local consistency during backtrack search is one of the most powerful techniques for solving centralized constraint satisfaction problems (CSPs). Yet, no work has been reported on such a combination in asynchronous settings. The difficulty in this case is that, in the usual algorithms, the instantiation and consistency enforcement steps must alternate sequentially. When brought to a distributed setting, a similar approach forces the search algorithm to be synchronous in order to benefit from consistency maintenance. Asynchronism is highly desirable since it increases parallelism and makes the solving process robust against timing variations. This paper shows how an asynchronous algorithm for maintaining consistency during distributed search can be designed. The proposed algorithm is complete and has polynomial-space complexity. Experimental evaluations show that it brings substantial gains in computational power compared with existing asynchronous algorithms.
机译:在回溯搜索期间保持局部一致性是解决集中约束满足问题(CSP)的最强大的技术之一。然而,在异步设置中没有报告任何工作。在这种情况下难度是,在通常的算法中,实例化和一致性执法步骤必须顺序交替。当带到分布式设置时,类似的方法强制搜索算法是同步的,以便从一致性维护中受益。由于它增加了并行性并且使解决过程鲁棒免于定时变化,因此异步非常希望。本文可以设计如何设计用于在分布式搜索期间保持一致性的异步算法。所提出的算法是完整的并且具有多项式空间复杂性。实验评估表明,与现有的异步算法相比,它在计算功率中提出了大量的收益。

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