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A New Filled Function Method for Global Optimization with Box Constraint

机译:箱约束全局优化的新填充函数方法

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摘要

In this paper, we propose a new filled function with only one parameter. The main features of the proposed filled function are that it not only can be analyzed easily, but also can be approximated uniformly by a continuously differentiable function. Given the above features, a minimizer of this filled function can be obtained easily by using a classical optimization algorithm. The obtained minimizer is taken as the initial point to minimize the objective function and a better minimizer will be found. By repeating the above processes, we will find a global minimizer at last. The results of numerical experiments show that the new proposed filled function method is effective.
机译:在本文中,我们提出了仅具有一个参数的新的填充函数。所提出的填充函数的主要特征在于,它不仅可以轻松分析,而且可以通过连续可微分函数统一近似。给定以上特征,可以使用经典的优化算法轻松获得此填充函数的最小化器。将获得的最小化器作为最小化目标函数的初始点,并且将找到更好的最小化器。通过重复上述过程,我们最终将找到一个全局最小化器。数值实验结果表明,新提出的填充函数方法是有效的。

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