A Bin Packing Problem with Mixing Constraints for Containerizing Items for Logistics Service Providers

被引:4
|
作者
Anand, Sajini [1 ]
Guericke, Stefan [2 ]
机构
[1] AP Moller Maersk R&D, Bangalore, Karnataka, India
[2] AP Moller Maersk R&D, Copenhagen, Denmark
来源
关键词
Load planning problem; Variable sized bin packing with color constraints; Variable sized bin packing with multiple item mixing constraints; ALGORITHMS;
D O I
10.1007/978-3-030-59747-4_22
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Large logistics service providers often need to containerize and route thousands or millions of items per year. In practice, companies specify business rules of how to pack and transport items from their origin to destination. Handling and respecting those business rules manually is a complex and time-consuming task. We propose a variant of the variable sized bin packing problem applicable to the containerization process occurring at logistics service providers. This novel model variant extends the bin packing problem with color constraints by adding multiple item mixing constraints. We present a binary integer program along with a first-fit decreasing heuristic and compare the performance on instances from a global logistics service provider. The numerical results indicate promising results to solve this computationally hard combinatorial optimization problem.
引用
收藏
页码:342 / 355
页数:14
相关论文
共 43 条
  • [1] Algorithms for the bin packing problem with overlapping items
    Grange, Aristide
    Kacem, Imed
    Martin, Sebastien
    [J]. COMPUTERS & INDUSTRIAL ENGINEERING, 2018, 115 : 331 - 341
  • [2] The Bin Packing Problem with Precedence Constraints
    Dell'Amico, Mauro
    Diaz, Jose Carlos Diaz
    Iori, Manuel
    [J]. OPERATIONS RESEARCH, 2012, 60 (06) : 1491 - 1504
  • [3] The FFD algorithm for the bin packing problem with kernel items
    Zhang G.
    Yao E.
    [J]. Applied Mathematics-A Journal of Chinese Universities, 1998, 13 (3) : 335 - 340
  • [4] A bin packing problem with over-sized items
    Xing, WX
    [J]. OPERATIONS RESEARCH LETTERS, 2002, 30 (02) : 83 - 88
  • [6] Procedures for the bin packing problem with precedence constraints
    Pereira, Jordi
    [J]. EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2016, 250 (03) : 794 - 806
  • [7] Bin Packing Problem With General Precedence Constraints
    Ciscal-Terry, Wilner
    Dell'Amico, Mauro
    Iori, Manuel
    [J]. IFAC PAPERSONLINE, 2015, 48 (03): : 2027 - 2029
  • [8] The Two Dimensional Bin Packing Problem with Side Constraints
    Seizinger, Markus
    [J]. OPERATIONS RESEARCH PROCEEDINGS 2017, 2018, : 45 - 50
  • [9] A Simulated Annealing approach for the Circle Bin Packing Problem with Rectangular Items
    Tole, Kevin
    Moqa, Rashad
    Zheng, Jiongzhi
    He, Kun
    [J]. COMPUTERS & INDUSTRIAL ENGINEERING, 2023, 176
  • [10] Two-dimensional on-line bin packing problem with rotatable items
    Fujita, S
    Hada, T
    [J]. COMPUTING AND COMBINATORICS, PROCEEDINGS, 2000, 1858 : 210 - 220