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A MIP-based slicing heuristic for three-dimensional bin packing

机译:基于MIP的三维箱包装切片启发式

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摘要

The mixed-case palletization problem is a common problem in warehousing and logistics where boxes of rectangular shapes are stacked on top of each other to form pallets. The problem shares common features with three-dimensional bin packing but requires boxes to be adequately supported. We propose a mixed integer programming formulation that maximizes the density of the bottom layers and the compactness of the pallet to ensure stability for top layers. We use a relative-position formulation with slicing that minimizes height, maximizes the fill rate of slices, and pushes boxes towards the vertical axis in order to consolidate fragmented space. Apart from common non-overlap and dimension-related constraints, we explicitly model the fill rates and force lower slices to have an equal or higher density than upper slices. As expected, the formulation could only handle small instances. To tackle larger instances, we embedded the formulation in an iterative approach that packs subsets of boxes sequentially. The approach was found to provide stable pallets and to outperform the branch-andbound approach of Martello et al. (Oper Res 48(2): 256-267, 2000).
机译:混合案例托盘化问题是仓储和物流中的常见问题,其中矩形形状的盒子堆叠在彼此顶部以形成托盘。问题与三维垃圾箱包装共享通用功能,但需要充分支持框。我们提出了一种混合整数的编程配方,最大化底层的密度和托盘的紧凑性,以确保顶层的稳定性。我们使用切片的相对位置配方,可最大限度地减少高度,最大化切片的填充速率,并将箱推向垂直轴,以便整合碎片空间。除了常见的非重叠和维度相关的约束之外,我们明确地模拟了填充速率,并强制下切片具有比上层的等于或更高的密度。正如预期的那样,制定只能处理小型情况。为了解决更大的实例,我们以迭代方法嵌入制定,该方法顺序地包装盒子子集。发现该方法提供稳定的托盘并优于Martello等人的分支 - 触控方法。 (操作RES 48(2):256-267,2000)。

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