Linear programming with interval right hand sides

被引:45
作者
Gabrel, Virginie [1 ]
Murat, Cecile [1 ]
Remli, Nabila [1 ]
机构
[1] Univ Paris 09, LAMSADE, F-75775 Paris 16, France
关键词
linear programming; interval right hand side; robustness analysis; worst case criteria; complexity theory; SHORTEST-PATH PROBLEM; SPANNING TREE PROBLEM; ROBUST OPTIMIZATION; OBJECTIVE FUNCTION; REGRET; COEFFICIENTS; ALGORITHM;
D O I
10.1111/j.1475-3995.2009.00737.x
中图分类号
C93 [管理学];
学科分类号
12 ; 1201 ; 1202 ; 120202 ;
摘要
In this paper, we study general linear programs in which right hand sides are interval numbers. This model is relevant when uncertain and inaccurate factors make difficult the assignment of a single value to each right hand side. When objective function coefficients are interval numbers in a linear program, classical criteria coming from decision theory (like the worst case criterion) are usually applied to determine robust solutions. When the set of feasible solutions is uncertain, we identify a class of linear programs for which these classical approaches are no longer relevant. However, it is possible to compute the worst optimum solution. We study the complexity of this optimization problem when each right hand side is an interval number. Then, we exhibit some duality relationships between the worst optimum solution problem and the best optimum solution to the dual problem.
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页码:397 / 408
页数:12
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