Topological optimization of a symmetrical adhesive joint. Island model of genetic algorithm

Q3 Computer Science
Sergiy Kurennov, K. Barakhov, O. Vambol
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引用次数: 3

Abstract

Modern additive technologies make it possible to create structures of variable thickness and of any shape. Thus, designers face problems of optimal design of a new type, and these are problems of topological optimization. Such problems are to determine the optimal form of the structure or the optimal distribution of material over the structure. As a rule, the criterion of optimality is the mass of the structure. However, the structure must retain its bearing capacity under a certain load. The symmetric two-shear adhesive joint of the main plate with two overlays of the same shape on both sides is the object of study in this article. The main goal of this study was to determine the optimal form of overlays with variable thicknesses under certain restrictions. The main restriction is the strength of the structure. Furthermore, additional restrictions are imposed on the minimum and maximum thickness of the overlay. Therefore, the solution to the problem is presented in the form of a set of the following tasks: building a mathematical model of the adhesive joint, building a numerical solution to the primal problem using the finite difference method, and building a genetic optimization algorithm. In the presented article, to improve the convergence of the genetic algorithm is proposed to use an island model that consists of several populations. The main feature of the proposed model of the genetic algorithm lies in the fact that on one of the "islands" mutations occur more frequently and with higher dispersion than on the other two "islands". On the one hand, this decision ensures a high rate of evolutionary selection, and on the other hand, the stability of the results is achieved. Several modeling problems are solved in this article. The main results of this research include the following: nonlinear dependence of the overlay length on the applied load was determined; restrictions on the minimum thickness of the overlay, which cause the appearance of a certain “plateau” at the edge of the overlay, the thickness of which is equal to the minimum allowable were defined.
对称粘接接头的拓扑优化。遗传算法的孤岛模型
现代添加剂技术使制造可变厚度和任何形状的结构成为可能。因此,设计者面临着一种新型的优化设计问题,这些问题就是拓扑优化问题。这样的问题是确定结构的最佳形式或材料在结构上的最佳分布。通常,最优性的标准是结构的质量。然而,结构必须在一定的荷载下保持其承载能力。本文研究的是两侧具有两个相同形状覆盖层的主板对称双剪切胶接。本研究的主要目标是确定在一定限制条件下具有可变厚度的覆盖层的最佳形式。主要限制因素是结构的强度。此外,对覆盖层的最小和最大厚度施加了额外的限制。因此,该问题的解决方案以以下一组任务的形式提出:建立粘接接头的数学模型,使用有限差分法建立原始问题的数值解,以及建立遗传优化算法。在本文中,为了提高遗传算法的收敛性,提出了使用由几个种群组成的岛屿模型。所提出的遗传算法模型的主要特征在于,在其中一个“岛屿”上,突变发生的频率比其他两个“岛屿上”更高,且具有更高的分散性。一方面,这个决定确保了进化选择的高比率,另一方面,实现了结果的稳定性。本文解决了几个建模问题。本研究的主要结果包括:确定了覆盖长度对所施加载荷的非线性依赖性;定义了对覆盖层最小厚度的限制,这会导致在覆盖层边缘出现一定的“平台”,其厚度等于允许的最小厚度。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Radioelectronic and Computer Systems
Radioelectronic and Computer Systems Computer Science-Computer Graphics and Computer-Aided Design
CiteScore
3.60
自引率
0.00%
发文量
50
审稿时长
2 weeks
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