A matheuristic approach for the multi-level capacitated lot-sizing problem with substitution and backorder

被引:2
作者
Qin, Hu [1 ]
Zhuang, Haocheng [1 ]
Yu, Chunlong [2 ]
Li, Jiliu [3 ]
机构
[1] Huazhong Univ Sci & Technol, Sch Management, Wuhan, Peoples R China
[2] Tongji Univ, Sch Mech Engn, Caoan Rd 4800, Shanghai 201804, Peoples R China
[3] Northwestern Polytech Univ, Sch Management, Xian, Peoples R China
基金
国家重点研发计划; 中国国家自然科学基金;
关键词
Lot-sizing problem; substitution; backorder; matheuristic; fix-and-optimise; relax-and-fix; FIX-AND-OPTIMIZE; PLANNING PROBLEMS; PRODUCTION SYSTEM; ONE-WAY; DEMAND; SETUP; REQUIREMENTS; EXTENSIONS; HEURISTICS; MANAGEMENT;
D O I
10.1080/00207543.2023.2270076
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
The lot-sizing problem aims at determining the products to be produced and their quantities for each time period, which is a difficult problem in production planning. This problem becomes even more complicated when practical aspects such as limited production capacity, bill of materials, and item substitution are considered. In this paper, we study a new variant of the lot-sizing problem, called the multi-level capacitated lot-sizing problem with substitution and backorder. Unlike previous studies, this variant considers substitutions at both the product and component levels, which is based on the real needs of manufacturers to increase planning flexibility. Backorders are allowed, but should be delivered within a certain time limitation. We formulate this problem using a mathematical programming model. A matheuristic approach is proposed to solve the problem. This first generates an initial feasible solution using a relax-and-fix algorithm, and then improves it using a hybrid fix-and-optimise algorithm. The proposed algorithm is calibrated with a full factorial design of experiments, and its efficiency is well validated. Finally, through extensive numerical experiments, we analyse the properties of this new lot-sizing problem, such as the effect of substitution options, and the influence of backorder time limitation, and provide several useful managerial insights for manufacturing companies to save costs in production planning.
引用
收藏
页码:4645 / 4673
页数:29
相关论文
共 59 条
[31]  
Lang JC., 2010, Lecture Notes in Economics and Mathematical Systems, V636
[32]   Clustering-based solution approach for a capacitated lot-sizing problem on parallel machines with sequence-dependent setups* [J].
Larroche, Francois ;
Bellenguez, Odile ;
Massonnet, Guillaume .
INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH, 2022, 60 (21) :6573-6596
[33]  
Li YJ, 2006, OR SPECTRUM, V28, P101, DOI [10.1007/S00291-005-0012-5, 10.1007/s00291-005-0012-5]
[34]   Heuristic genetic algorithm for capacitated production planning problems with batch processing and remanufacturing [J].
Li, Yongjian ;
Chen, Jian ;
Cai, Xiaoqiang .
INTERNATIONAL JOURNAL OF PRODUCTION ECONOMICS, 2007, 105 (02) :301-317
[35]   A state-of-the-art on production planning in Industry 4.0 [J].
Luo, Dan ;
Thevenin, Simon ;
Dolgui, Alexandre .
INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH, 2023, 61 (19) :6602-6632
[36]   Lot-sizing in a multi-stage flow line production system with energy consideration [J].
Masmoudi, Oussama ;
Yalaoui, Alice ;
Ouazene, Yassine ;
Chehade, Hicham .
INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH, 2017, 55 (06) :1640-1663
[37]   Optimized material requirements planning for semiconductor manufacturing [J].
Milne, R. J. ;
Wang, C-T ;
Yen, C-K A. ;
Fordyce, K. .
JOURNAL OF THE OPERATIONAL RESEARCH SOCIETY, 2012, 63 (11) :1566-1577
[38]   Variable neighborhood search [J].
Mladenovic, N ;
Hansen, P .
COMPUTERS & OPERATIONS RESEARCH, 1997, 24 (11) :1097-1100
[39]   Due date demand management: negotiating the trade-off between price and delivery [J].
Moodie, DR ;
Bobrowski, PM .
INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH, 1999, 37 (05) :997-1021
[40]   A relax-and-fix with fix-and-optimize heuristic applied to multi-level lot-sizing problems [J].
Motta Toledo, Claudio Fabiano ;
Arantes, Marcio da Silva ;
Bressan Hossomi, Marcelo Yukio ;
Franca, Paulo Morelato ;
Akartunali, Kerem .
JOURNAL OF HEURISTICS, 2015, 21 (05) :687-717