Inverse design of broadband metasurface absorber based on convolutional autoencoder network and inverse design network

doi:10.1088/1361-6463/aba3ec

CORC > 光电技术研究所 > 中国科学院光电技术研究所 > 微细加工光学技术国家重点实验室（开放室）

	Inverse design of broadband metasurface absorber based on convolutional autoencoder network and inverse design network
	Ma, Ju 1,2; Huang, Yijia 1,2; Pu, Mingbo 1,2; Xu, Dong 1,2; Luo, Jun 1,2; Guo, Yinghui 1,2; Luo, Xiangang 1,2
刊名	Journal of Physics D-Applied Physics
	2020-11-11
卷号	53 期号:46
关键词	metasurfaces deep learning deep learning model autoencoder absorber
ISSN号	0022-3727
DOI	10.1088/1361-6463/aba3ec
文献子类	期刊论文
英文摘要	Electromagnetic (EM) metasurfaces have attracted great attention from both engineers and researchers due to their unique physical responses. With the rapid development of complex metasurfaces, the design and optimization processes have also become extremely time-consuming and computational resource-consuming. Here we proposed a deep learning model (DLM) based on a convolutional autoencoder network and inverse design network, which can help to establish the complex relationships between the geometries of metasurfaces and their EM responses. As a typical example, a metasurface absorber consisting of polymethacrylimide foam/metal ring alternating multilayers is chosen to demonstrate the capability of the DLM. The relative spectral error of the two desired spectra is only 5.80 and 5.49, respectively. Our model shows great predictive power and may be used as an effective tool to accelerate the design and optimization of metasurfaces. © 2020 IOP Publishing Ltd.
出版地	BRISTOL
WOS研究方向	Physics
语种	英语
出版者	IOP PUBLISHING LTD
WOS记录号	WOS:000565750400001
内容类型	期刊论文
源URL	[http://ir.ioe.ac.cn/handle/181551/10083]
专题	光电技术研究所_微细加工光学技术国家重点实验室（开放室）
作者单位	1.State Key Laboratory of Optical Technologies on Nano-Fabrication and Micro-Engineering, Institute of Optics and Electronics, Chinese Academy of Sciences, P.O. Box 350, Chengdu; 610209, China; 2.University of Chinese Academy of Sciences, Beijing; 100049, China
推荐引用方式 GB/T 7714	Ma, Ju,Huang, Yijia,Pu, Mingbo,et al. Inverse design of broadband metasurface absorber based on convolutional autoencoder network and inverse design network[J]. Journal of Physics D-Applied Physics,2020,53(46).
APA	Ma, Ju.,Huang, Yijia.,Pu, Mingbo.,Xu, Dong.,Luo, Jun.,...&Luo, Xiangang.(2020).Inverse design of broadband metasurface absorber based on convolutional autoencoder network and inverse design network.Journal of Physics D-Applied Physics,53(46).
MLA	Ma, Ju,et al."Inverse design of broadband metasurface absorber based on convolutional autoencoder network and inverse design network".Journal of Physics D-Applied Physics 53.46(2020).