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

被引:0
|
作者
Samir Elhedhli
Fatma Gzara
Yi Feng Yan
机构
[1] University of Waterloo,Department of Management Sciences
来源
Optimization Letters | 2017年 / 11卷
关键词
Mixed-case palletization; Three-dimensional bin packing; Layered slicing approach; Heuristic;
D O I
暂无
中图分类号
学科分类号
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-and-bound approach of Martello et al. (Oper Res 48(2):256–267, 2000).
引用
收藏
页码:1547 / 1563
页数:16
相关论文
共 50 条
  • [31] New lower bounds for the three-dimensional finite bin packing problem
    Boschetti, MA
    DISCRETE APPLIED MATHEMATICS, 2004, 140 (1-3) : 241 - 258
  • [32] New lower bounds for the three-dimensional orthogonal bin packing problem
    Liao, Chung-Shou
    Hsu, Chia-Hong
    EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2013, 225 (02) : 244 - 252
  • [33] Three-Dimensional Bin Packing Problems with the Operating Time of a Robot Manipulator
    Mikyu, Naoya
    Nishi, Tatsushi
    Liu, Ziang
    Fujiwara, Tomofumi
    ADVANCES IN PRODUCTION MANAGEMENT SYSTEMS-PRODUCTION MANAGEMENT SYSTEMS FOR VOLATILE, UNCERTAIN, COMPLEX, AND AMBIGUOUS ENVIRONMENTS, PT II, APMS 2024, 2024, 729 : 44 - 60
  • [34] Evolutionary based heuristic for bin packing problem
    Stawowy, Adam
    COMPUTERS & INDUSTRIAL ENGINEERING, 2008, 55 (02) : 465 - 474
  • [35] A constructive heuristic for the two-dimensional bin packing based on value correction
    Yao, Yi
    Lai, Chaoan
    Cui, Yaodong
    INTERNATIONAL JOURNAL OF COMPUTER APPLICATIONS IN TECHNOLOGY, 2017, 55 (01) : 12 - 21
  • [36] Hybrid greedy heuristics based on linear programming for the three-dimensional single bin-size bin packing problem
    Hifi, Mhand
    Negre, Stephane
    Wu, Lei
    INTERNATIONAL TRANSACTIONS IN OPERATIONAL RESEARCH, 2014, 21 (01) : 59 - 79
  • [37] Three-stage heuristic algorithm for three-dimensional irregular packing problem
    Wu, Hongteng
    Leung, Stephen C. H.
    Si, Yain-whar
    Zhang, Defu
    Lin, Adi
    APPLIED MATHEMATICAL MODELLING, 2017, 41 : 431 - 444
  • [38] An MIP-based Heuristic for Scheduling Projects with Work-Content Constraints
    Zimmermann, Adrian
    2016 IEEE INTERNATIONAL CONFERENCE ON INDUSTRIAL ENGINEERING AND ENGINEERING MANAGEMENT (IEEM), 2016, : 1195 - 1199
  • [39] A Fuzzy Bacterial Evolutionary Solution for Crisp Three-Dimensional Bin Packing Problems
    Zsolt, Danyadi
    Foeldesi, Peter
    Koczy, Laszlo T.
    2012 IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS (FUZZ-IEEE), 2012,
  • [40] Performance study of distributed genetic algorithms for three-dimensional bin-packing
    Lewis, JE
    Kumar, A
    Ragade, RK
    PARALLEL AND DISTRIBUTED COMPUTING SYSTEMS, PROCEEDINGS, 2003, : 15 - 21