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Multiparametric programming based algorithms for pure integer and mixed-integer bilevel programming problems

机译:用于纯整数和混合整数双层编程问题的基于多参数编程的算法

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This work introduces two algorithms for the solution of pure integer and mixed-integer bilevel programming problems by multiparametric programming techniques. The first algorithm addresses the integer case of the bilevel programming problem where integer variables of the outer optimization problem appear in linear or polynomial form in the inner problem. The algorithm employs global optimization techniques to convexify nonlinear terms generated by a reformulation linearization technique (RLT). A continuous multiparametric programming algorithm is then used to solve the reformulated convex inner problem. The second algorithm addresses the mixed-integer case of the bilevel programming problem where integer and continuous variables of the outer problem appear in linear or polynomial forms in the inner problem. The algorithm relies on the use of global multiparametric mixed-integer programming techniques at the inner optimization level. In both algorithms, the multiparametric solutions obtained are embedded in the outer problem to form a set of single-level (M)(I)(N)LP problems - which are then solved to global optimally using standard fixed-point (global) optimization methods. Numerical examples drawn from the open literature are presented to illustrate the proposed algorithms.
机译:这项工作介绍了两种通过多参数编程技术解决纯整数和混合整数双层编程问题的算法。第一种算法解决了双层编程问题的整数情况,其中外部优化问题的整数变量在内部问题中以线性或多项式形式出现。该算法采用全局优化技术来凸化由重构线性化技术(RLT)生成的非线性项。然后,使用连续的多参数编程算法来解决重新形成的凸内部问题。第二种算法解决了双层编程问题的混合整数情况,其中外部问题的整数和连续变量以线性或多项式形式出现在内部问题中。该算法在内部优化级别上依赖于全局多参数混合整数编程技术的使用。在这两种算法中,将获得的多参数解嵌入到外部问题中,以形成一组单层(M)(I)(N)LP问题-然后使用标准定点(global)优化将其求解为全局最优方法。提出了从开放文献中得出的数值示例,以说明所提出的算法。

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