基于高斯分布的andde数值优化问题

Siti Khadijah Mohd Salleh, S. A. Asmai, Z. Abas, A. S. Shibghatullah, D. O'Donoghue
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引用次数: 0

摘要

本文提出了一种改进的差分进化方法。利用祖先向量引入第二种群,该祖先向量保留了前种群的历史,以提供突变阶段搜索空间的多样性。另外两个控制器用于控制祖先向量的频率,分别称为arp和aup,用于控制祖先向量的年龄。这项工作是使用正态分布(高斯)来最小化负担,以确定两个控制器的值。另外用差分矢量的大小作为arp参数控制器的约束。我们在CEC2015数值优化问题上对该算法进行了测试。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
AncDE with Gaussian Distribution for Numerical Optimization Problem
An enhancement of Differential Evolution (DE) is proposed in this paper. A second population is introduced using ancestor vector that keep the history of the previous population to provide diversity in the search space during mutation stage. Two additional controllers are being used to control the frequency of the ancestor vector called arp and aup for age of the ancestor vector. This work is using Normal distribution (Gaussian) to minimize the burden to decide the value for both controllers. Additional with MDV (magnitude of difference vector) as constraint for arp parameter controller. We test this proposed algorithm on CEC2015 Numerical Optimization Problem.
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