Solution-Hashing Search Based on Layout-Graph Transformation for Unequal Circle Packing

Jianrong Zhou, Jiyao He, Kun He
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Abstract

The problem of packing unequal circles into a circular container stands as a classic and challenging optimization problem in 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 for 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. Through comprehensive computational experiments across various benchmark instances, our algorithm demonstrates superior performance over existing state-of-the-art methods, showcasing remarkable applicability and versatility. Notably, our algorithm surpasses the best-known results for 56 out of 179 benchmark instances while achieving parity with the remaining instances.
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基于布局图变换的不等边圆打包的解-散列搜索
将不相等的圆装入圆形容器是计算几何中一个经典而又极具挑战性的优化问题。本研究引入了一套创新而高效的方法来解决这一问题。首先,我们提出了一种新颖的布局-图转换方法,该方法将配置表示为图,同时还提出了一种非精确哈希方法,便于快速比较配置的同构性或相似性。利用这些进步,我们提出了一种迭代解决方案-哈希搜索算法,该算法善于通过高效的配置记录来避免冗余探索。此外,我们还引入了一些增强功能来完善优化和搜索过程,包括自适应邻接维护方法、高效的空缺检测技术和基于沃罗诺的定位方法。通过对各种基准实例的综合计算实验,我们的算法展示了优于现有先进方法的性能,显示了显著的适用性和多功能性。值得注意的是,在 179 个基准实例中,我们的算法在 56 个实例上超越了最著名的结果,同时与其他实例的结果相当。
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