南方科技大学知识苑(SUSTech KC): Machine Learning Aided Design and Optimization of Thermal Metamaterials

题名	Machine Learning Aided Design and Optimization of Thermal Metamaterials
作者	Zhu, Changliang1 ; Bamidele, Emmanuel Anuoluwa 2; Shen, Xiangying3 ; Zhu, Guimei4 ; Li, Baowen3,4,5,6,7,8
通讯作者	Shen, Xiangying; Zhu, Guimei; Li, Baowen
发表日期	2024-03-28
DOI	10.1021/acs.chemrev.3c00708
发表期刊	CHEMICAL REVIEWS 影响因子和分区
ISSN	0009-2665
EISSN	1520-6890
卷号	124 期号:7
摘要	Artificial Intelligence (AI) has advanced material research that were previously intractable, for example, the machine learning (ML) has been able to predict some unprecedented thermal properties. In this review, we first elucidate the methodologies underpinning discriminative and generative models, as well as the paradigm of optimization approaches. Then, we present a series of case studies showcasing the application of machine learning in thermal metamaterial design. Finally, we give a brief discussion on the challenges and opportunities in this fast developing field. In particular, this review provides: (1) Optimization of thermal metamaterials using optimization algorithms to achieve specific target properties. (2) Integration of discriminative models with optimization algorithms to enhance computational efficiency. (3) Generative models for the structural design and optimization of thermal metamaterials.
相关链接	[来源记录]
收录类别	SCI ; EI
语种	英语
学校署名	第一 ; 通讯
WOS研究方向	Chemistry
WOS类目	Chemistry, Multidisciplinary
WOS记录号	WOS:001193841000001
出版者	AMER CHEMICAL SOC
ESI学科分类	CHEMISTRY
来源库	Web of Science
引用统计	被引频次[WOS]：11
成果类型	期刊论文
条目标识符	http://sustech.caswiz.com/handle/2SGJ60CL/788674
专题	工学院_材料科学与工程系理学院_物理系工学院_深港微电子学院
作者单位	1.Southern Univ Sci & Technol, Dept Mat Sci & Engn, Shenzhen 518055, Peoples R China 2.Univ Colorado, Mat Sci & Engn Program, Boulder, CO 80309 USA 3.Southern Univ Sci & Technol, Dept Mat Sci & Engn, Shenzhen 518055, Peoples R China 4.Southern Univ Sci & Technol, Sch Microelect, Shenzhen 518055, Peoples R China 5.Southern Univ Sci & Technol, Dept Phys, Shenzhen 518055, Peoples R China 6.Shenzhen Int Quantum Acad, Shenzhen 518048, Peoples R China 7.Univ Colorado, Paul M Rady Dept Mech Engn, Boulder, CO 80309 USA 8.Univ Colorado, Dept Phys, Boulder, CO 80309 USA
第一作者单位	材料科学与工程系
通讯作者单位	材料科学与工程系; 深港微电子学院; 物理系
第一作者的第一单位	材料科学与工程系
推荐引用方式 GB/T 7714	Zhu, Changliang,Bamidele, Emmanuel Anuoluwa,Shen, Xiangying,et al. Machine Learning Aided Design and Optimization of Thermal Metamaterials[J]. CHEMICAL REVIEWS,2024,124(7).
APA	Zhu, Changliang,Bamidele, Emmanuel Anuoluwa,Shen, Xiangying,Zhu, Guimei,&Li, Baowen.(2024).Machine Learning Aided Design and Optimization of Thermal Metamaterials.CHEMICAL REVIEWS,124(7).
MLA	Zhu, Changliang,et al."Machine Learning Aided Design and Optimization of Thermal Metamaterials".CHEMICAL REVIEWS 124.7(2024).