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Optimizing over the first Chvatal closure

机译:优化第一个Chvatal闭合

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摘要

How difficult is, in practice, to optimize exactly over the first Chvatal closure of a generic ILP? Which fraction of the integrality gap can be closed this way, e.g., for some hard problems in the MIPLIB library? Can the first-closure optimization be useful as a research (off-line) tool to guess the structure of some relevant classes of inequalities, when a specific combinatorial problem is addressed? In this paper we give answers to the above questions, based on an extensive computational analysis. Our approach is to model the rank-1 Chvatal-Gomory separation problem, which is known to be NP-hard, through a MIP model, which is then solved through a general-purpose MIP solver. As far as we know, this approach was never implemented and evaluated computationally by previous authors, though it gives a very useful separation tool for general ILP problems. We report the optimal value over the first Chvatal closure for a set of ILP problems from MIPLIB 3.0 and 2003. We also report, for the first time, the optimal solution of a very hard instance from MIPLIB 2003, namely nsrand-ipx, obtained by using our cut separation procedure to preprocess the original ILP model. Finally, we describe a new class of ATSP facets found with the help of our separation procedure.
机译:实际上,在通用ILP的第一个Chvatal封闭过程中进行精确优化的难度有多大?例如,对于MIPLIB库中的一些难题,可以用这种方法来弥补积分差距的哪一部分?当解决了特定的组合问题时,初次关闭优化是否可以用作研究(离线)工具来猜测一些相关类的不等式的结构?在本文中,我们基于广泛的计算分析为上述问题提供了答案。我们的方法是通过MIP模型对1级Chvatal-Gomory分离问题(称为NP难点)建模,然后通过通用MIP求解器进行求解。据我们所知,尽管为一般的ILP问题提供了非常有用的分离工具,但以前的作者从未实现并对其进行过计算评估。对于MIPLIB 3.0和2003中的一组ILP问题,我们报告了第一次Chvatal闭包时的最优值。我们还首次报告了MIPLIB 2003中非常困难的实例(即nsrand-ipx)的最优解,使用我们的分割流程对原始ILP模型进行预处理。最后,我们描述了借助我们的分离程序发现的一类新的ATSP构面。

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