Inexact cuts in benders decomposition

被引:52
|
作者
Zakeri, G [1 ]
Philpott, AB
Ryan, DM
机构
[1] Argonne Natl Lab, Math Sci Div, Argonne, IL 60439 USA
[2] Univ Auckland, Dept Engn Sci, Operat Res Grp, Auckland, New Zealand
关键词
stochastic programming; Benders decomposition; inexact cuts;
D O I
10.1137/S1052623497318700
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
Benders decomposition is a well-known technique for solving large linear programs with a special structure. In particular, it is a popular technique for solving multistage stochastic linear programming problems. Early termination in the subproblems generated during Benders decomposition (assuming dual feasibility) produces valid cuts that are inexact in the sense that they are not as constraining as cuts derived from an exact solution. We describe an inexact cut algorithm, prove its convergence under easily verifiable assumptions, and discuss a corresponding Dantzig-Wolfe decomposition algorithm. The paper is concluded with some computational results from applying the algorithm to a class of stochastic programming problems that arise in hydroelectric scheduling.
引用
收藏
页码:643 / 657
页数:15
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