中文版 | English
题名

An intelligent design system for tailored metamaterial properties

作者
通讯作者Zhang, Liangchi
发表日期
2024-11-15
DOI
发表期刊
ISSN
0020-7403
卷号282
摘要
Metamaterials are widely studied for their ability to carry human designs and realize exotic, specific physical properties. However, the existing metamaterial design methods are highly dependent on the experience and expertise of the designers. Unlocking the potential of metamaterials requires efficient design methods accessible beyond expert users. This work presents a novel intelligent design system (IDS) for fabricating metamaterials with designated mechanical properties without extensive expertise. The IDS leverages a combined approach of particle swarm and moving morphable components topology optimization, capitalizing on swarm intelligence for efficient material structure generation. The proposed IDS successfully generates tailored metamaterial matrices exhibiting desired elastic properties like Poisson's ratio and elastic modulus for orthotropic and isotropic materials. Innovative development of fuzzy models is achieved to optimize convergence mapping of isotropic mechanical metamaterials for user guidance. Notably, it achieves this even without requiring an initial design, completing the process within minutes and offering seamless integration with MATLAB for portability. From the pre-determination of convergence before design to the export of fabrication models after design, IDS provides a new path to designing metamaterials without needing research experience. This comprehensive, user-friendly system holds immense potential for expansion into 3D design and various metamaterial classes, acting as a valuable bridge for non-experts to achieve metamaterial design.
© 2024 Elsevier Ltd
关键词
相关链接[Scopus记录]
收录类别
SCI ; EI
语种
英语
学校署名
通讯
资助项目
This work was supported by the National Natural Science Foundation of China (No. 52293401), the Guangdong Specific Discipline Project (No. 2020ZDZX2006), and the Shenzhen Key Laboratory of Cross Scale Manufacturing Mechanics Project (No. ZDSYS20200810171201007). The research was also supported by the High Level of Special Funds G030320002 and G03034K003 from Southern University of Science and Technology, Shenzhen, China.
出版者
EI入藏号
20243316881582
EI主题词
Artificial intelligence ; Bridges ; Design ; Topology
EI分类号
Bridges:401.1 ; Artificial Intelligence:723.4 ; Combinatorial Mathematics, Includes Graph Theory, Set Theory:921.4 ; Materials Science:951
ESI学科分类
ENGINEERING
Scopus记录号
2-s2.0-85201094577
来源库
EV Compendex
引用统计
被引频次[WOS]:3
成果类型期刊论文
条目标识符http://sustech.caswiz.com/handle/2SGJ60CL/807019
专题工学院_创新智造研究院
南方科技大学
工学院_力学与航空航天工程系
作者单位
1.Shenzhen Key Laboratory of Cross-scale Manufacturing Mechanics, China
2.SUSTech Institute for Manufacturing Innovation, China
3.Department of Mechanics and Aerospace Engineering, Southern University of Science and Technology, Guangdong, Shenzhen; 518055, China
4.School of Reliability and System Engineering, Beihang University, Beijing, China
第一作者单位创新智造研究院;  力学与航空航天工程系
通讯作者单位创新智造研究院;  力学与航空航天工程系
推荐引用方式
GB/T 7714
Cui, Jipeng,Wang, Yaoyu,Zhang, Liangchi,et al. An intelligent design system for tailored metamaterial properties[J]. International Journal of Mechanical Sciences,2024,282.
APA
Cui, Jipeng,Wang, Yaoyu,Zhang, Liangchi,&Li, Haoran.(2024).An intelligent design system for tailored metamaterial properties.International Journal of Mechanical Sciences,282.
MLA
Cui, Jipeng,et al."An intelligent design system for tailored metamaterial properties".International Journal of Mechanical Sciences 282(2024).
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