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首页> 外文期刊>SIAM Journal on Control and Optimization >NONSMOOTH OPTIMIZATION USING MORDUKHOVICH'S SUBDIFFERENTIAL
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NONSMOOTH OPTIMIZATION USING MORDUKHOVICH'S SUBDIFFERENTIAL

机译:利用Mordukhovich的辅助性进行非光滑优化

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In this paper, new results, which exhibit some new applications for Mordukhovich's subdifferential in nonsmooth optimization and variational problems, are established. Nonsmooth (fractional) multiobjective optimization problems in special Banach spaces are studied, and some necessary and sufficient conditions for weak Pareto-optimality for these problems are introduced. Through this work, we introduce into nonsmooth optimization theory in Banach algebras a new class of mathematical programming problems, which generalizes the notion of smooth KT-(p, r)invexity. Some optimality conditions regarding the generalized KT-(p, r)-invexity notion and Kuhn-Tucker points are provided. Also, we seek a connection between linear (semi-) infinite programming and nonlinear programming. Some sufficient conditions for (proper) optimality under invexity are provided. A nonsmooth variational problem corresponding to a considered multiobjective problem is defined and the relations between the provided variational problem and the considered optimization problem are studied. The final part of the paper is devoted to illustrating a penalization mechanism,using the distance function as a tool, to provide some conditions to the solutions of the nonsmooth variational inequality problems. All results of the paper have been established in the absence of gradient vectors, using the properties of Mordukhovich's subdifferential in Asplund spaces.
机译:本文建立了新的结果,这些结果展示了Mordukhovich次微分在非光滑优化和变分问题中的一些新应用。研究了特殊Banach空间中的非光滑(分数)多目标优化问题,并介绍了这些问题的弱帕累托最优性的一些充要条件。通过这项工作,我们将Banach代数中的非光滑优化理论引入了一类新的数学规划问题,它概括了光滑KT-(p,r)不变性的概念。提供了关于广义KT-(p,r)-不变性概念和Kuhn-Tucker点的一些最优性条件。同样,我们寻求线性(半)无限编程与非线性编程之间的联系。提供了在凸度下用于(适当)最优性的一些充分条件。定义了与所考虑的多目标问题相对应的非光滑变量问题,并研究了所提供的变量问题与所考虑的优化问题之间的关系。本文的最后一部分致力于说明一种惩罚机制,以距离函数为工具,为非光滑变分不等式问题的解决提供一些条件。利用Asplund空间中Mordukhovich次微分的性质,在没有梯度矢量的情况下建立了本文的所有结果。

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