MIP formulations and heuristics for two-level production-transportation problems

被引:22
作者
Melo, Rafael A. [1 ]
Wolsey, Laurence A. [1 ]
机构
[1] Catholic Univ Louvain, CORE, B-1348 Louvain, Belgium
关键词
Production-transportation; Supply-chain; Mixed-integer programming; MIP heuristics; LOT-SIZING PROBLEM; ONE-WAREHOUSE; SETUP TIMES; MULTIITEM; ALGORITHM; MODELS;
D O I
10.1016/j.cor.2012.02.011
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
A two-level supply chain with multiple items, production sites and client areas and a discrete time horizon is considered. After introducing different mixed integer programming formulations, including an initial formulation that is small but provides weak bounds and a multi-commodity extended formulation that provides much improved bounds but is of large size, we develop a hybrid heuristic that uses the strong formulation to provide a good dual bound and suggest certain variable fixing, and the initial formulation restricted by the variable fixing to then provide the heuristic solution. For different classes of medium-sized instances, we show that the hybrid heuristic provides solutions of a guaranteed quality that are as good or better than those provided by the MIP optimizer with a considerably larger run time. (c) 2012 Elsevier Ltd. All rights reserved.
引用
收藏
页码:2776 / 2786
页数:11
相关论文
共 40 条
[1]   The single-item lot-sizing problem with immediate lost sales [J].
Aksen, D ;
Altinkemer, K ;
Chand, S .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2003, 147 (03) :558-566
[2]   COMPUTATIONAL-COMPLEXITY OF UNCAPACITATED MULTI-ECHELON PRODUCTION PLANNING PROBLEMS [J].
ARKIN, E ;
JONEJA, D ;
ROUNDY, R .
OPERATIONS RESEARCH LETTERS, 1989, 8 (02) :61-66
[3]  
BARANY I, 1984, MATH PROGRAM STUD, V22, P32, DOI 10.1007/BFb0121006
[4]   Modelling practical lot-sizing problems as mixed-integer programs [J].
Belvaux, G ;
Wolsey, LA .
MANAGEMENT SCIENCE, 2001, 47 (07) :993-1007
[5]   A cross entropy-Lagrangean hybrid algorithm for the multi-item capacitated lot-sizing problem with setup times [J].
Caserta, M. ;
Quinonez Rico, E. .
COMPUTERS & OPERATIONS RESEARCH, 2009, 36 (02) :530-548
[6]   Exploring relaxation induced neighborhoods to improve MIP solutions [J].
Danna, E ;
Rothberg, E ;
Le Pape, C .
MATHEMATICAL PROGRAMMING, 2005, 102 (01) :71-90
[7]  
Denizel M, 2010, INT WORKSH LOT SIZ I
[8]   A Lagrangean heuristic for integrated production and transportation planning problems in a dynamic, multi-item, two-layer supply chain [J].
Eksioglu, Sandra Duni ;
Eksioglu, Burak ;
Romeijn, H. Edwin .
IIE TRANSACTIONS, 2007, 39 (02) :191-201
[9]   SOLVING MULTI-ITEM CAPACITATED LOT-SIZING PROBLEMS USING VARIABLE REDEFINITION [J].
EPPEN, GD ;
MARTIN, RK .
OPERATIONS RESEARCH, 1987, 35 (06) :832-848
[10]  
Federgruen A, 1999, NAV RES LOG, V46, P463, DOI 10.1002/(SICI)1520-6750(199908)46:5<463::AID-NAV2>3.0.CO