4.6 Article

An improved differential evolution based on roulette wheel selection for shape and size optimization of truss structures with frequency constraints

期刊

NEURAL COMPUTING & APPLICATIONS
卷 29, 期 1, 页码 167-185

出版社

SPRINGER
DOI: 10.1007/s00521-016-2426-1

关键词

Structural optimization with frequency constraints; Differential evolution; Roulette wheel selection; Elitist selection technique; Optimization of truss structures

资金

  1. Vietnam National Foundation for Science and Technology Development (NAFOSTED) [107.99-2014.11]

向作者/读者索取更多资源

Structural optimization with frequency constraints is well known as a highly nonlinear and complex optimization problem with many local optimum solutions. Therefore, to solve such problems effectively, designers need to use adequate optimization methods which can make a good balance between the computational cost and the quality of solutions. In this work, a novel differential evolution (DE) is proposed to solve the shape and size optimization problems for truss structures with frequency constraints. The proposed method, called ReDE, is a new version of the DE algorithm with two improvements. Firstly, the roulette wheel selection is employed to choose members for the mutation phase instead of random selection as in the conventional DE. Secondly, an elitist selection technique is applied to the selection phase instead of basic selection to improve the convergence speed of the method. The efficiency and reliability of the proposed method are demonstrated through five numerical examples. Numerical results reveal that the proposed algorithm outperforms many optimization methods in the literature.

作者

我是这篇论文的作者
点击您的名字以认领此论文并将其添加到您的个人资料中。

评论

主要评分

4.6
评分不足

次要评分

新颖性
-
重要性
-
科学严谨性
-
评价这篇论文

推荐

暂无数据
暂无数据