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AI-Based Metamaterial Design

delete2024-05-29
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AI
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D
Defne Yigci
A
Abdollah Ahmadpour
S
Savaş Taşoğlu *
DOI:10.1021/acsami.4c04486delete
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摘要

摘要

En 中文
The use of metamaterials in various devices has revolutionized applications in optics, healthcare, acoustics, and power systems. Advancements in these fields demand novel or superior metamaterials that can demonstrate targeted control of electromagnetic, mechanical, and thermal properties of matter. Traditional design systems and methods often require manual manipulations which is time-consuming and resource intensive. The integration of artificial intelligence (AI) in optimizing metamaterial design can be employed to explore variant disciplines and address bottlenecks in design. AI-based metamaterial design can also enable the development of novel metamaterials by optimizing design parameters that cannot be achieved using traditional methods. The application of AI can be leveraged to accelerate the analysis of vast data sets as well as to better utilize limited data sets via generative models. This review covers the transformative impact of AI and AI-based metamaterial design for optics, acoustics, healthcare, and power systems. The current challenges, emerging fields, future directions, and bottlenecks within each domain are discussed.
Keyword:
artificial intelligence (AI)
metamaterials
biomedical diagnostics
point-of-care
wearablesensors
optics
acoustics
AI总结

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期刊

ACS Applied Materials and Interfaces 封面图
ACS Applied Materials and Interfaces
IF:
8.2
论文数:
6.1W
被引数:
38.7W

机构

K
koc university
学者数:
5.7K
论文数: 4.5K
被引数: 48
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