具有缓存加速的二维不规则装箱问题的障碍物映射局部搜索解

A. K. Sato, T. C. Martins, M. S. Tsuzuki
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引用次数: 5

摘要

在运筹学领域中,切割与包装问题是最重要的研究课题之一。在这些问题中,二维不规则填充问题由于其几何复杂性,在计算上具有一定的挑战性。对不规则条形填料问题的研究取得了一些进展;然而,它是非常缺乏的垃圾箱包装问题。因此,在本工作中,采用条形包装解决方案来处理单一尺寸的不规则料仓包装问题。提出的解决方案采用了障碍物图,这有助于点板模型的重叠最小化。这种方法是有效的,因为它通过强制条目的网格放置限制来减少搜索空间。为了进一步提高映射缓存的性能,研究了映射缓存加速策略。针对装箱问题提出了两种适应方案,并进行了初步试验,验证了其适用性。结果表明,所提出的方法是可行的,特别是当项目被预先分配给目标时。此外,测试表明,映射缓存加速将算法的性能提高了两倍。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Obstruction map local search solution for 2D irregular bin packing problem with cache acceleration
In the field of the operational research, the cutting & packing problems are one of the most significant studied subjects. Among these problems, bi-dimensional irregular packing problems, which admits polygonal shaped items, are computationally challenging due to its geometrical complexity. Several advances were obtained for the irregular strip packing problem; however, it is very lacking for bin packing problems. Therefore, in this work, a strip packing solution is adapted to deal with the single size irregular bin packing problem. The proposed solution employs the obstruction map, which aids the overlap minimization for the dotted board model. Such approach is efficient as it reduces the search space by enforcing a grid placement restriction for items. Furthermore, a map caching acceleration strategy is studied in order to further improve its performance. Two solutions are proposed for the adaptation to the bin packing problem and preliminary tests were performed to check their applicabilities. Results show that the proposed approaches may be feasible, specially if the items are preassigned to objects. Moreover, tests showed that the map caching acceleration improved the performance of the algorithms by a factor of two.
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