A general algorithm for solving two-stage stochastic mixed 0-1 first-stage problems

被引:21
作者
Escudero, L. F. [2 ]
Garin, M. A. [1 ]
Merino, M. [3 ]
Perez, G. [3 ]
机构
[1] Univ Basque Country, UPV EHU, Fac CC Econ & Empresariares, Dpto Econ Aplicada 3, Bilbao 48015, Vizcaya, Spain
[2] Univ Rey Juan Carlos, Dpto Estadist & Invest Operat, Madrid, Spain
[3] Univ Basque Country, Dpto Matemat Aplicada Estadist & Invest Operat, Leioa, Vizcaya, Spain
关键词
Two-stage stochastic integer programming; Benders decomposition; Nonanticipativity constraints; Splitting variables; Twin node family; Branch-and-fix coordination; PROGRAMS; DECOMPOSITION; OPTIMIZATION; UNCERTAINTY;
D O I
10.1016/j.cor.2008.11.011
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
We present an algorithmic approach for solving large-scale two-stage stochastic problems having mixed 0-1 first stage variables. The constraints in the first stage of the deterministic equivalent model have 0-1 variables and continuous variables, while the constraints in the second stage have only continuous. The approach uses the twin node family concept within the algorithmic framework, the so-called branch-and-fix coordination, in order to satisfy the nonanticipativity constraints. At the same time we consider a scenario cluster Benders; decomposition scheme for solving large-scale LP submodels given at each TNF integer set. Some computational results are presented to demonstrate the efficiency of the proposed approach. (C) 2008 Elsevier Ltd. All rights reserved.
引用
收藏
页码:2590 / 2600
页数:11
相关论文
共 25 条
[11]   Stochastic integer programming: General models and algorithms [J].
Haneveld, WKK ;
van der Vlerk, MH .
ANNALS OF OPERATIONS RESEARCH, 1999, 85 (0) :39-57
[12]  
Hemmecke R, 2001, ONLINE OPTIMIZATION OF LARGE SCALE SYSTEMS, P601
[13]   An integer L-shaped algorithm for the capacitated vehicle routing problem with stochastic demands [J].
Laporte, G ;
Louveaux, F ;
van Hamme, L .
OPERATIONS RESEARCH, 2002, 50 (03) :415-423
[14]  
NOWAK M, 2002, STOCHASTI PROGRAMMIN
[15]   The million-variable "march" for stochastic combinatorial optimization [J].
Ntaimo, L ;
Sen, S .
JOURNAL OF GLOBAL OPTIMIZATION, 2005, 32 (03) :385-400
[16]   SCENARIOS AND POLICY AGGREGATION IN OPTIMIZATION UNDER UNCERTAINTY [J].
ROCKAFELLAR, RT ;
WETS, RJB .
MATHEMATICS OF OPERATIONS RESEARCH, 1991, 16 (01) :119-147
[17]  
Römisch W, 2001, ONLINE OPTIMIZATION OF LARGE SCALE SYSTEMS, P581
[18]   Stochastic programming with integer variables [J].
Schultz, R .
MATHEMATICAL PROGRAMMING, 2003, 97 (1-2) :285-309
[19]   Decomposition with branch-and-cut approaches for two-stage stochastic mixed-integer programming [J].
Sen, S ;
Sherali, HD .
MATHEMATICAL PROGRAMMING, 2006, 106 (02) :203-223
[20]   The C3 theorem and a D2 algorithm for large scale stochastic mixed-integer programming:: Set convexification [J].
Sen, S ;
Higle, JL .
MATHEMATICAL PROGRAMMING, 2005, 104 (01) :1-20