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A one-parameter filled function method applied to nonsmooth constrained global optimization

机译:一种用于非光滑约束全局最优化的单参数填充函数方法

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摘要

In this paper, we propose a filled function method for solving nonsmooth constrained global optimization problems. Based on a new definition of the filled function, a more practical one-parameter filled function is constructed which overcomes some drawbacks of the previous filled functions. Then a corresponding algorithm is presented. It attains a local minimizer by implementing a local search procedure, and finds a better local minimizer gradually by optimizing the filled function constructed on the minimizer, previously found. By repeating these steps, a global minimizer is obtained. Numerical experiments are presented to show the practicability of the proposed filled function method. In the end, extension conceivable applications are given in order to evaluate the merits of this method.
机译:在本文中,我们提出了一种填充函数方法来解决非光滑约束全局优化问题。基于填充函数的新定义,构建了一种更实用的单参数填充函数,该函数克服了先前填充函数的一些缺点。然后提出了一种相应的算法。它通过执行局部搜索过程来获得局部最小化器,并通过优化在先前找到的最小化器上构造的填充函数来逐步找到更好的局部最小化器。通过重复这些步骤,可以获得全局最小化器。数值实验表明了所提出的填充函数方法的实用性。最后,给出了可扩展的应用程序,以评估该方法的优点。

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