A unified framework for symmetry handling

IF 4.6 Q2 MATERIALS SCIENCE, BIOMATERIALS ACS Applied Bio Materials Pub Date : 2024-06-04 DOI:10.1007/s10107-024-02102-2
Jasper van Doornmalen, Christopher Hojny
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Abstract

Handling symmetries in optimization problems is essential for devising efficient solution methods. In this article, we present a general framework that captures many of the already existing symmetry handling methods. While these methods are mostly discussed independently from each other, our framework allows to apply different methods simultaneously and thus outperforming their individual effect. Moreover, most existing symmetry handling methods only apply to binary variables. Our framework allows to easily generalize these methods to general variable types. Numerical experiments confirm that our novel framework is superior to the state-of-the-art symmetry handling methods as implemented in the solver SCIP on a broad set of instances.

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处理对称性的统一框架
处理优化问题中的对称性对于设计高效的求解方法至关重要。在本文中,我们提出了一个通用框架,其中包含了许多现有的对称性处理方法。虽然这些方法大多是相互独立讨论的,但我们的框架允许同时应用不同的方法,从而超越它们各自的效果。此外,大多数现有的对称性处理方法只适用于二进制变量。我们的框架可以轻松地将这些方法推广到一般变量类型。数值实验证实,在大量实例上,我们的新框架优于在求解器 SCIP 中实施的最先进的对称性处理方法。
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来源期刊
ACS Applied Bio Materials
ACS Applied Bio Materials Chemistry-Chemistry (all)
CiteScore
9.40
自引率
2.10%
发文量
464
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