Solution-hashing search based on layout-graph transformation for unequal circle packing

IF 6 2区 管理学 Q1 OPERATIONS RESEARCH & MANAGEMENT SCIENCE
Jianrong Zhou, Jiyao He, Kun He
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引用次数: 0

Abstract

The problem of packing unequal circles into a circular container is a classic and challenging optimization problem in the field of computational geometry. This study introduces a suite of innovative and efficient methods to tackle this problem. Firstly, we present a novel layout-graph transformation method that represents configurations as graphs, together with an inexact hash method facilitating fast comparison of configurations on isomorphism or similarity. Leveraging these advancements, we propose an iterative solution-hashing search algorithm adept at circumventing redundant exploration through efficient configuration recording. Additionally, we introduce several enhancements to refine the optimization and search processes, including an adaptive adjacency maintenance method, an efficient vacancy detection technique, and a Voronoi-based locating method. Our algorithm demonstrates excellent performance over existing state-of-the-art methods through comprehensive computational experiments across various benchmark instances, showcasing quality applicability and versatility. Notably, our algorithm improves the best-known results for 116 out of 239 benchmark instances while achieving parity with the remaining instances.
基于布局图变换的不等圆布局解哈希搜索
将不等圆装入圆形容器的问题是计算几何领域中一个经典而富有挑战性的优化问题。本研究介绍了一套创新和有效的方法来解决这个问题。首先,我们提出了一种新的布局图转换方法,该方法将配置表示为图,并结合非精确哈希方法,便于在同构或相似度上快速比较配置。利用这些进步,我们提出了一种迭代解哈希搜索算法,该算法善于通过有效的配置记录来避免冗余探索。此外,我们还介绍了一些改进以改进优化和搜索过程,包括自适应邻接维护方法,有效的空缺检测技术和基于voronoi的定位方法。通过各种基准实例的综合计算实验,我们的算法比现有的最先进的方法表现出优异的性能,展示了高质量的适用性和通用性。值得注意的是,我们的算法改进了239个基准实例中的116个最著名的结果,同时与其余实例实现了对等。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
European Journal of Operational Research
European Journal of Operational Research 管理科学-运筹学与管理科学
CiteScore
11.90
自引率
9.40%
发文量
786
审稿时长
8.2 months
期刊介绍: The European Journal of Operational Research (EJOR) publishes high quality, original papers that contribute to the methodology of operational research (OR) and to the practice of decision making.
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