A math-heuristic Dantzig-Wolfe algorithm for capacitated lot sizing

被引:11
|
作者
Caserta, Marco [1 ]
Voss, Stefan [2 ]
机构
[1] IE Business Sch, Madrid 28006, Spain
[2] Univ Hamburg, Inst Informat Syst IWI, D-20146 Hamburg, Germany
关键词
Lot sizing; Perishability; Dantzig-Wolfe algorithm; Corridor method; Math-heuristic (matheuristic); DECOMPOSITION;
D O I
10.1007/s10472-013-9339-9
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The multi-item multi-period capacitated lot sizing problem with setups (CLST) is a well known optimization problem with wide applicability in real-world production planning problems. Based on a recently proposed Dantzig-Wolfe approach we present a novel math-heuristic algorithm for the CLST. The major contribution of this paper lies in the presentation of an algorithm that exploits exact techniques (Dantzig-Wolfe) in a metaheuristic fashion, in line with the novel trend of math-heuristic algorithms. To the best of the authors' knowledge, it is the first time that such technique is employed within a metaheuristic framework, with the aim of tackling challenging instances in short computational time. Moreover, we provide reasoning that the approach may be beneficial when additional constraints like perishability constraints are added. This also constitutes an important extension when looking at it from the view of solution methods.
引用
收藏
页码:207 / 224
页数:18
相关论文
共 50 条
  • [21] A Lagrangian heuristic for capacitated single item lot sizing problems
    Nadjib Brahimi
    Stéphane Dauzère-Pérès
    4OR, 2015, 13 : 173 - 198
  • [22] A Dantzig-Wolfe Decomposition Based Heuristic Scheme for Bi-level Dynamic Network Design Problem
    Lin, Dung-Ying
    Karoonsoontawong, Ampol
    Waller, S. Travis
    NETWORKS & SPATIAL ECONOMICS, 2011, 11 (01): : 101 - 126
  • [23] Computing solutions to moral-hazard programs using the Dantzig-Wolfe decomposition algorithm
    Prescott, ES
    JOURNAL OF ECONOMIC DYNAMICS & CONTROL, 2004, 28 (04): : 777 - 800
  • [24] A hybrid Dantzig-Wolfe decomposition algorithm for the multi-floor facility layout problem
    Karateke, Huseyin
    Sahin, Ramazan
    Niroomand, Sadegh
    EXPERT SYSTEMS WITH APPLICATIONS, 2022, 206
  • [25] A Dantzig-Wolfe Decomposition Based Heuristic Scheme for Bi-level Dynamic Network Design Problem
    Dung-Ying Lin
    Ampol Karoonsoontawong
    S. Travis Waller
    Networks and Spatial Economics, 2011, 11 : 101 - 126
  • [26] A greedy algorithm for capacitated lot-sizing problems
    Girlich, E
    Höding, M
    Zaporozhets, A
    Chubanov, S
    OPTIMIZATION, 2003, 52 (02) : 241 - 249
  • [27] A Dantzig-Wolfe decomposition-based algorithm for capacitated passenger assignment problem with time-varying demand in high-speed railway networks
    Wu, Runfa
    Shi, Feng
    Zhao, Shuo
    Xu, Guangming
    Yang, Hai
    TRANSPORTATION RESEARCH PART C-EMERGING TECHNOLOGIES, 2022, 145
  • [28] Knowledge Evolution Algorithm for Capacitated Lot Sizing Problem
    Ma, Huimin
    Ye, Chunming
    Zhang, Shuang
    INTERNATIONAL JOINT CONFERENCE ON COMPUTATIONAL SCIENCES AND OPTIMIZATION, VOL 1, PROCEEDINGS, 2009, : 999 - +
  • [29] Explainable Algorithm Selection for the Capacitated Lot Sizing Problem
    Visentin, Andrea
    Gallchoir, Aodh O.
    Kaercher, Jens
    Meyr, Herbert
    INTEGRATION OF CONSTRAINT PROGRAMMING, ARTIFICIAL INTELLIGENCE, AND OPERATIONS RESEARCH, PT II, CPAIOR 2024, 2024, 14743 : 243 - 252
  • [30] The Capacitated Lot Sizing Problem with Batch Ordering: A MILP and Heuristic Approach
    Macedo-Barragan, Gustavo
    Nucamendi-Guillen, Samuel
    Olivares-Benitez, Elias
    Rojas, Omar G.
    ICORES: PROCEEDINGS OF THE 8TH INTERNATIONAL CONFERENCE ON OPERATIONS RESEARCH AND ENTERPRISE SYSTEMS, 2019, : 229 - 236