A risk-averse two-stage stochastic programming model for a joint multi-item capacitated line balancing and lot-sizing problem

被引:15
作者
Li, Yuchen [1 ]
Saldanha-da-Gama, Francisco [2 ,3 ]
Liu, Ming [4 ]
Yang, Zaoli [1 ]
机构
[1] Beijing Univ Technol, Sch Econ & Management, Beijing, Peoples R China
[2] Univ Lisbon, Dept Estat & Invest Operac, Fac Ciencias, Lisbon, Portugal
[3] Univ Lisbon, Ctr Matemat, Aplicacoes Fundamentais & Invest Operac, Fac Ciencias, Lisbon, Portugal
[4] Tongji Univ, Sch Econ & Management, Shanghai, Peoples R China
基金
中国国家自然科学基金;
关键词
Combinatorial optimization; COVID-19; Assembly line balancing; Lot; -sizing; Uncertain demand; CONDITIONAL VALUE; ASSEMBLY LINES; PLANNING-MODEL; DEMAND; OPTIMIZATION; CONSTRAINTS; FORMULATION;
D O I
10.1016/j.ejor.2021.09.043
中图分类号
C93 [管理学];
学科分类号
12 ; 1201 ; 1202 ; 120202 ;
摘要
In this paper, a comprehensive production planning problem under uncertain demand is investigated. The problem intertwines two NP-hard optimization problems: an assembly line balancing problem and a capacitated lot-sizing problem. The problem is modelled as a two-stage stochastic program assuming a risk-averse decision maker. Efficient solution procedures are proposed for tackling the problem. A case study related to mask production is presented. Several insights are provided stemming from the COVID-19 pandemic. Finally, the results of a series of computational tests are reported. (c) 2021 Elsevier B.V. All rights reserved.
引用
收藏
页码:353 / 365
页数:13
相关论文
共 41 条
[1]   A robust integrated production and preventive maintenance planning model for multi-state systems with uncertain demand and common cause failures [J].
Alimian, Mahyar ;
Saidi-Mehrabad, Mohammad ;
Jabbarzadeh, Armin .
JOURNAL OF MANUFACTURING SYSTEMS, 2019, 50 :263-277
[2]  
[Anonymous], 2000, Mean-variance analysis in portfolio choice and capital markets
[3]   STRONG FORMULATIONS FOR MULTI-ITEM CAPACITATED LOT SIZING [J].
BARANY, I ;
VANROY, TJ ;
WOLSEY, LA .
MANAGEMENT SCIENCE, 1984, 30 (10) :1255-1261
[4]   A Markovian approach for multi-level multi-product multi-period capacitated lot-sizing problem with uncertainty in levels [J].
Behnamian, J. ;
Ghomi, S. M. T. Fatemi ;
Karimi, B. ;
Moludi, M. Fadaei .
INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH, 2017, 55 (18) :5330-5340
[5]   Multi-item capacitated lot-sizing with demand uncertainty [J].
Brandimarte, Paolo .
INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH, 2006, 44 (15) :2997-3022
[6]   Mathematical formulations for the optimal sequencing and lot sizing in multiproduct synchronous assembly lines [J].
Camussi, Nelida B. ;
Cerda, Jaime ;
Cafaro, Diego C. .
COMPUTERS & INDUSTRIAL ENGINEERING, 2021, 152
[7]   Multi-objective two-sided mixed-model assembly line balancing using particle swarm optimisation with negative knowledge [J].
Chutima, Parames ;
Chimklai, Palida .
COMPUTERS & INDUSTRIAL ENGINEERING, 2012, 62 (01) :39-55
[8]   Effective matheuristics for the multi-item capacitated lot-sizing problem with remanufacturing [J].
Cunha, Jesus O. ;
Kramer, Hugo H. ;
Melo, Rafael A. .
COMPUTERS & OPERATIONS RESEARCH, 2019, 104 :149-158
[9]   Adaptation and approximate strategies for solving the lot-sizing and scheduling problem under multistage demand uncertainty [J].
Curcio, Eduardo ;
Amorim, Pedro ;
Zhang, Qi ;
Almada-Lobo, Bernardo .
INTERNATIONAL JOURNAL OF PRODUCTION ECONOMICS, 2018, 202 :81-96
[10]   A modified particle swarm optimization algorithm to mixed-model two-sided assembly line balancing [J].
Delice, Yilmaz ;
Aydogan, Emel Kizilkaya ;
Ozcan, Ugur ;
Ilkay, Mehmet Sitki .
JOURNAL OF INTELLIGENT MANUFACTURING, 2017, 28 (01) :23-36