Fast neighborhood search heuristics for the colored bin packing problem

IF 4.4 3区 管理学 Q1 OPERATIONS RESEARCH & MANAGEMENT SCIENCE
Renan F. F. da Silva, Yulle G. F. Borges, Rafael C. S. Schouery
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引用次数: 0

Abstract

The Colored bin packing problem (CBPP) is a generalization of the Bin packing problem (BPP). The CBPP consists of packing a set of items, each with a weight and a color, in bins of limited capacity, minimizing the number of used bins and satisfying the constraint that two items of the same color cannot be packed side by side in the same bin. In this article, we proposed an adaptation of BPP heuristics and new heuristics for the CBPP. Moreover, we propose a set of fast neighborhood search algorithms for CBPP. These neighborhoods are applied in a meta-heuristic approach based on the Variable neighborhood search (VNS) and a matheuristic approach that combines linear programming with the meta-heuristics VNS and Greedy randomized adaptive search (GRASP). The results indicate that our matheuristic is superior to VNS and that both approaches can find near-optimal solutions for a large number of instances, even for those with many items.

Abstract Image

彩色装箱问题的快速邻域搜索启发式算法
彩色装箱问题(CBPP)是对装箱问题(BPP)的一种推广。CBPP包括将一组物品,每个物品有重量和颜色,包装在有限容量的箱子中,最小化使用的箱子数量,并满足相同颜色的两个物品不能并排包装在同一个箱子中的约束。在本文中,我们提出了一种基于BPP的启发式方法和新的启发式方法。此外,我们还提出了一套快速邻域搜索算法。将这些邻域应用于基于可变邻域搜索(VNS)的元启发式方法和将线性规划与元启发式VNS和贪婪随机自适应搜索(GRASP)相结合的数学方法中。结果表明,我们的数学方法优于VNS,并且两种方法都可以在大量实例中找到接近最优的解决方案,甚至对于具有许多项的实例。
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来源期刊
Annals of Operations Research
Annals of Operations Research 管理科学-运筹学与管理科学
CiteScore
7.90
自引率
16.70%
发文量
596
审稿时长
8.4 months
期刊介绍: The Annals of Operations Research publishes peer-reviewed original articles dealing with key aspects of operations research, including theory, practice, and computation. The journal publishes full-length research articles, short notes, expositions and surveys, reports on computational studies, and case studies that present new and innovative practical applications. In addition to regular issues, the journal publishes periodic special volumes that focus on defined fields of operations research, ranging from the highly theoretical to the algorithmic and the applied. These volumes have one or more Guest Editors who are responsible for collecting the papers and overseeing the refereeing process.
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