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

被引:11
|
作者
Elhedhli, Samir [1 ]
Gzara, Fatma [1 ]
Yan, Yi Feng [1 ]
机构
[1] Univ Waterloo, Dept Management Sci, 200 Univ Ave West, Waterloo, ON, Canada
基金
加拿大自然科学与工程研究理事会;
关键词
Mixed-case palletization; Three-dimensional bin packing; Layered slicing approach; Heuristic; CONTAINER LOADING PROBLEM; ALGORITHM;
D O I
10.1007/s11590-017-1154-5
中图分类号
C93 [管理学]; O22 [运筹学];
学科分类号
070105 ; 12 ; 1201 ; 1202 ; 120202 ;
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).
引用
收藏
页码:1547 / 1563
页数:17
相关论文
共 50 条
  • [1] A MIP-based slicing heuristic for three-dimensional bin packing
    Samir Elhedhli
    Fatma Gzara
    Yi Feng Yan
    Optimization Letters, 2017, 11 : 1547 - 1563
  • [2] MIP-based constructive heuristics for the three-dimensional Bin Packing Problem with transportation constraints
    Paquay, Celia
    Limbourg, Sabine
    Schyns, Michael
    Oliveira, Jose Fernando
    INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH, 2018, 56 (04) : 1581 - 1592
  • [3] Heuristic algorithm for three-dimensional bin packing problems
    Tang, Xiao-Jun
    Cha, Jian-Zhong
    Tiedao Xuebao/Journal of the China Railway Society, 2003, 25 (06):
  • [4] Heuristic algorithms for the three-dimensional bin packing problem
    Lodi, A
    Martello, S
    Vigo, D
    EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2002, 141 (02) : 410 - 420
  • [5] Adaptive Sequence-Based Heuristic for the Three-Dimensional Bin Packing Problem
    Oliveira, Oscar
    Matos, Telmo
    Gamboa, Dorabela
    LEARNING AND INTELLIGENT OPTIMIZATION, LION, 2020, 11968 : 69 - 76
  • [6] A Look-Forward Heuristic for Packing Spheres into a Three-Dimensional Bin
    Akeb, Hakim
    FEDERATED CONFERENCE ON COMPUTER SCIENCE AND INFORMATION SYSTEMS, 2014, 2014, 2 : 397 - 404
  • [7] A column generation-based heuristic for the three-dimensional bin packing problem with rotation
    Mahvash, Batoul
    Awasthi, Anjali
    Chauhan, Satyaveer
    JOURNAL OF THE OPERATIONAL RESEARCH SOCIETY, 2018, 69 (01) : 78 - 90
  • [8] Two-layer heuristic for the three-dimensional bin design and packing problem
    Yang, Ying
    Wu, Zili
    Hao, Xiaodeng
    Liu, Huiqiang
    Qi, Mingyao
    ENGINEERING OPTIMIZATION, 2024, 56 (10) : 1601 - 1638
  • [9] Three-dimensional bin packing algorithm
    Scheirhauer, G.
    Journal of Information Processing and Cybernetics, 1991, 27 (5-6):
  • [10] The three-dimensional bin packing problem
    Martello, S
    Pisinger, D
    Vigo, D
    OPERATIONS RESEARCH, 2000, 48 (02) : 256 - 267