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A Cutting Plane Approach for Solving Linear Bilevel Programming Problems

机译:一种求解线性胆量编程问题的切割平面方法

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Bilevel programming (BLP) problems are hierarchical optimization problems having a parametric optimization problem as part of their constraints. From the mathematical point of view, the BLP problem is NP-hard even if the objectives and constraints are linear. This paper proposes a cutting plane approach to solve linear BLP problem which is the simplest case of BLP problems. Our approach is based on the idea that is commonly used in computational mathematics: solving a relaxation problem that is easier to solve and giving a tight approximation by introduction of cutting planes. Therefore, by exploring the theoretical properties of linear BLP, we extend the cutting plane approach for solving linear BLP problems. Numerical examples are provided to illustrate the approach.
机译:Bilevel编程(BLP)问题是具有参数优化问题的分层优化问题,作为其约束的一部分。从数学的角度来看,即使目标和约束是线性的,BLP问题也是NP - 硬。本文提出了一种求解线性BLP问题的切割平面方法,这是BLP问题的最简单情况。我们的方法是基于计算数学中常用的想法:解决更容易解决和通过引入切割平面来逼近和提供紧密近似的松弛问题。因此,通过探索线性BLP的理论特性,我们扩展了用于解决线性BLP问题的切削平面方法。提供了数值示例以说明该方法。

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