Functionally Graded Non-Periodic Cellular Structure Design Using a Surrogate Model-Based Optimization Scheme

Jun Wang, Jida Huang
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Abstract

Topological tailoring of materials at a micro-scale can achieve a diverse range of extreme physical and mechanical properties. Modification of material properties through customizing the structural pattern paves an avenue for novel functional product design. In this paper, a non-periodic microstructure design framework is explored for functional parts design with high-strength and functional property gradation. To address the common problem of geometric frustration in non-periodic microstructure design, we employ a smooth transition layer to connect distinct structural patterns and thus achieve functional gradation between adjacent microstructures. The concept of spatial control points is introduced for implementing the transition layer. To pursue a superior macro-structural performance for designing objects, we formulate the control point as design variables and encapsulate it into macro-structural design optimization problems. Given that our objective function involves finite element (FE) simulations, a surrogate model-based optimization scheme is utilized to cope with the computational challenge brought by the FE simulation. Experimental results demonstrate that the proposed design framework can yield both functionally graded light-weight structures and high-strength macro-mechanical performance. The compatibility issues in traditional non-periodic microstructure design are addressed. Comparative studies reveal that the proposed framework is robust and can potentially generate desired functional products with spatially varying properties.
基于代理模型优化方案的功能梯度非周期细胞结构设计
在微观尺度上对材料进行拓扑裁剪可以实现各种极端的物理和机械性能。通过定制结构模式来改变材料性能,为新型功能产品设计铺平了道路。本文探索了一种用于高强度和功能性能分级的功能部件设计的非周期性微观结构设计框架。为了解决非周期性微结构设计中常见的几何挫折问题,我们采用平滑过渡层连接不同的结构模式,从而实现相邻微结构之间的功能梯度。为了实现过渡层,引入了空间控制点的概念。为了使设计对象具有优越的宏观结构性能,我们将控制点作为设计变量,并将其封装到宏观结构设计优化问题中。考虑到我们的目标函数涉及有限元模拟,采用基于代理模型的优化方案来应对有限元模拟带来的计算挑战。实验结果表明,所提出的设计框架既能获得功能分级的轻量化结构,又能获得高强度宏观力学性能。解决了传统非周期微结构设计中的相容性问题。比较研究表明,所提出的框架是鲁棒的,可以潜在地产生具有空间变化特性的所需功能产品。
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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