A finite branch-and-bound algorithm for two-stage stochastic integer programs

被引:154
作者
Ahmed, S [1 ]
Tawarmalani, M
Sahinidis, NV
机构
[1] Georgia Inst Technol, Sch Ind & Syst Engn, Atlanta, GA 30332 USA
[2] Purdue Univ, Krannert Sch Management, W Lafayette, IN 47907 USA
[3] Univ Illinois, Dept Chem & Biomol Engn, Urbana, IL 61801 USA
关键词
stochastic integer programming; branch-and-bound; finite algorithms;
D O I
10.1007/s10107-003-0475-6
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
This paper addresses a general class of two-stage stochastic programs with integer recourse and discrete distributions. We exploit the structure of the value function of the second-stage integer problem to develop a novel global optimization algorithm. The proposed scheme departs from those in the current literature in that it avoids explicit enumeration of the search space while guaranteeing finite termination. Computational experiments on standard test problems indicate superior performance of the proposed algorithm in comparison to those in the existing literature.
引用
收藏
页码:355 / 377
页数:23
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