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
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DOI | |
发表期刊 | |
ISSN | 0020-7403
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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 | |
语种 | 英语
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学校署名 | 通讯
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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.
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出版者 | |
EI入藏号 | 20243316881582
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EI主题词 | Artificial intelligence
; Bridges
; Design
; Topology
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EI分类号 | Bridges:401.1
; Artificial Intelligence:723.4
; Combinatorial Mathematics, Includes Graph Theory, Set Theory:921.4
; Materials Science:951
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ESI学科分类 | ENGINEERING
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Scopus记录号 | 2-s2.0-85201094577
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来源库 | EV Compendex
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引用统计 |
被引频次[WOS]:3
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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.
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APA |
Cui, Jipeng,Wang, Yaoyu,Zhang, Liangchi,&Li, Haoran.(2024).An intelligent design system for tailored metamaterial properties.International Journal of Mechanical Sciences,282.
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MLA |
Cui, Jipeng,et al."An intelligent design system for tailored metamaterial properties".International Journal of Mechanical Sciences 282(2024).
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条目包含的文件 | 条目无相关文件。 |
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