A Branch-and-Cut algorithm for the stochastic uncapacitated lot-sizing problem

被引:44
作者
Guan, YP [1 ]
Ahmed, S
Nemhauser, GL
Miller, AJ
机构
[1] Georgia Inst Technol, Sch Ind & Syst Engn, Atlanta, GA 30332 USA
[2] Univ Wisconsin, Dept Ind Engn, Madison, WI 53706 USA
关键词
stochastic lot-sizing; multi-stage stochastic integer programming; polyhedral study; Branch-and-Cut;
D O I
10.1007/s10107-005-0572-9
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
This paper addresses a multi-stage stochastic integer programming formulation of the uncapacitated lot-sizing problem under uncertainty. We show that the classical (l, S) inequalities for the deterministic lot-sizing polytope are also valid for the stochastic lot-sizing polytope. We then extend the (l, S) inequalities to a general class of valid inequalities, called the ( Q, S-Q) inequalities, and we establish necessary and sufficient conditions which guarantee that the ( Q, S-Q) inequalities are facet-defining. A separation heuristic for ( Q, S-Q) inequalities is developed and incorporated into a branch-and-cut algorithm. A computational study verifies the usefulness of the ( Q, S-Q) inequalities as cuts.
引用
收藏
页码:55 / 84
页数:30
相关论文
共 24 条
[1]   IMPROVED ALGORITHMS FOR ECONOMIC LOT-SIZE PROBLEMS [J].
AGGARWAL, A ;
PARK, JK .
OPERATIONS RESEARCH, 1993, 41 (03) :549-571
[2]   MODELING PIECEWISE-LINEAR CONCAVE COSTS IN A TREE PARTITIONING PROBLEM [J].
AGHEZZAF, EH ;
WOLSEY, LA .
DISCRETE APPLIED MATHEMATICS, 1994, 50 (02) :101-109
[3]   An approximation scheme for stochastic integer programs arising in capacity expansion [J].
Ahmed, S ;
Sahinidis, NV .
OPERATIONS RESEARCH, 2003, 51 (03) :461-471
[4]   A multi-stage stochastic integer programming approach for capacity expansion under uncertainty [J].
Ahmed, S ;
King, A ;
Parija, G .
JOURNAL OF GLOBAL OPTIMIZATION, 2003, 26 (01) :3-24
[5]  
ATAMTURK A, 2005, IN PRESS OPER RES
[6]   A study of the lot-sizing polytope [J].
Atamürk, A ;
Muñoz, JC .
MATHEMATICAL PROGRAMMING, 2004, 99 (03) :443-465
[7]  
BARANY I, 1984, MATH PROGRAM STUD, V22, P32, DOI 10.1007/BFb0121006
[8]   STRONG FORMULATIONS FOR MULTI-ITEM CAPACITATED LOT SIZING [J].
BARANY, I ;
VANROY, TJ ;
WOLSEY, LA .
MANAGEMENT SCIENCE, 1984, 30 (10) :1255-1261
[9]   A branch and bound method for stochastic integer problems under probabilistic constraints [J].
Beraldi, P ;
Ruszczynski, A .
OPTIMIZATION METHODS & SOFTWARE, 2002, 17 (03) :359-382
[10]   A SIMPLE FORWARD ALGORITHM TO SOLVE GENERAL DYNAMIC LOT SIZING MODELS WITH N PERIODS IN 0(N LOG N) OR 0(N) TIME [J].
FEDERGRUEN, A ;
TZUR, M .
MANAGEMENT SCIENCE, 1991, 37 (08) :909-925