{"title":"可控频率响应结构材料的生成设计","authors":"Wuxin Yang, Loulin Huang, Sarat Singamneni","doi":"10.1089/3dp.2021.0241","DOIUrl":null,"url":null,"abstract":"<p><p>Spatially varying material properties allow the dynamic response of structural systems to be almost arbitrarily tailored, far beyond the first or fundamental natural frequency. Continuing advances in manufacturing technology are making it possible to achieve the necessary range of stiffness and density variations, but the design of these property distributions is a challenging task because of the complex multidimensional nature of the problem. Generative design methods based on evolutionary optimization algorithms have been successfully used to obtain solutions based on multi-material distributions. However, the applicability of these solutions is limited by their reliance on multi-material additive manufacturing (AM), which currently only offers digitally mixed acrylic polymer options that are generally unsuitable to produce functional parts. A novel structured material solution is proposed here, in which the problem domain is divided into several volume elements (voxels), each of which contains a structure whose geometrical form is altered to adjust its effective properties to desired values. The single material structural solution will be amenable for ready fabrication by the powder-based selective laser sintering and melting processes with real engineering polymer and metal systems, thereby allowing for the realization of the benefits in real-world applications. The resulting continuous design spaces are searched using a modern evolutionary algorithm, the covariance matrix adaptation evolution strategy (CMA-ES). A MATLAB implementation of this evolutionary design method, in conjunction with finite element simulations for fitness evaluation, showed good convergence for several different cantilever beam test cases when tested against several different sets of target natural frequencies. Correlations with the multi-material solutions show that the single structured material approach is on par or even better in some cases, even though the test domain was discretized into 80% fewer voxels than for the multi-material case. 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引用次数: 0
摘要
空间变化的材料特性使结构系统的动态响应几乎可以任意调整,远远超过第一或基本固有频率。制造技术的不断进步使得实现必要的刚度和密度变化范围成为可能,但由于问题的复杂多维性,这些属性分布的设计是一项具有挑战性的任务。基于进化优化算法的生成设计方法已成功用于获得基于多材料分布的解决方案。然而,这些解决方案的适用性因其对多材料增材制造(AM)的依赖性而受到限制,目前只能提供数字混合丙烯酸聚合物选项,通常不适合生产功能部件。本文提出了一种新颖的结构材料解决方案,将问题域划分为多个体元(体素),每个体元包含一个结构,改变其几何形状可将其有效属性调整为所需值。单一材料结构解决方案可通过粉末选择性激光烧结和熔化工艺与真实的工程聚合物和金属系统一起制造,从而在实际应用中实现优势。利用现代进化算法--协方差矩阵适应性进化策略(CMA-ES)--搜索得到的连续设计空间。这种进化设计方法的 MATLAB 实现与用于适配性评估的有限元模拟相结合,在针对几组不同的目标固有频率进行测试时,对几种不同的悬臂梁测试案例显示出良好的收敛性。与多材料解决方案的相关性表明,尽管测试域离散成的体素数量比多材料案例少 80%,但在某些情况下,单结构材料方法与多材料方法不相上下,甚至更胜一筹。此外,这些体素结构可以利用当前的 AM 技术实现。
Generative Design of Structured Materials for Controlled Frequency Responses.
Spatially varying material properties allow the dynamic response of structural systems to be almost arbitrarily tailored, far beyond the first or fundamental natural frequency. Continuing advances in manufacturing technology are making it possible to achieve the necessary range of stiffness and density variations, but the design of these property distributions is a challenging task because of the complex multidimensional nature of the problem. Generative design methods based on evolutionary optimization algorithms have been successfully used to obtain solutions based on multi-material distributions. However, the applicability of these solutions is limited by their reliance on multi-material additive manufacturing (AM), which currently only offers digitally mixed acrylic polymer options that are generally unsuitable to produce functional parts. A novel structured material solution is proposed here, in which the problem domain is divided into several volume elements (voxels), each of which contains a structure whose geometrical form is altered to adjust its effective properties to desired values. The single material structural solution will be amenable for ready fabrication by the powder-based selective laser sintering and melting processes with real engineering polymer and metal systems, thereby allowing for the realization of the benefits in real-world applications. The resulting continuous design spaces are searched using a modern evolutionary algorithm, the covariance matrix adaptation evolution strategy (CMA-ES). A MATLAB implementation of this evolutionary design method, in conjunction with finite element simulations for fitness evaluation, showed good convergence for several different cantilever beam test cases when tested against several different sets of target natural frequencies. Correlations with the multi-material solutions show that the single structured material approach is on par or even better in some cases, even though the test domain was discretized into 80% fewer voxels than for the multi-material case. Furthermore, the voxel structures can be realized using current AM technologies.
期刊介绍:
3D Printing and Additive Manufacturing is a peer-reviewed journal that provides a forum for world-class research in additive manufacturing and related technologies. The Journal explores emerging challenges and opportunities ranging from new developments of processes and materials, to new simulation and design tools, and informative applications and case studies. Novel applications in new areas, such as medicine, education, bio-printing, food printing, art and architecture, are also encouraged.
The Journal addresses the important questions surrounding this powerful and growing field, including issues in policy and law, intellectual property, data standards, safety and liability, environmental impact, social, economic, and humanitarian implications, and emerging business models at the industrial and consumer scales.