Phase-to-pattern inverse design paradigm for fast realization of functional metasurfaces via transfer learning

The design and optimization of a metasurface is a computationally- and time-consuming effort. Here, the authors propose a neural network-based algorithm for functional metasurface design, and demonstrate it for some functional metasurfaces.

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Autores principales: Ruichao Zhu, Tianshuo Qiu, Jiafu Wang, Sai Sui, Chenglong Hao, Tonghao Liu, Yongfeng Li, Mingde Feng, Anxue Zhang, Cheng-Wei Qiu, Shaobo Qu
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Lenguaje:EN
Publicado: Nature Portfolio 2021
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Acceso en línea:https://doaj.org/article/82236938070c4bfcb037950d33141f59
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spelling oai:doaj.org-article:82236938070c4bfcb037950d33141f592021-12-02T16:51:29ZPhase-to-pattern inverse design paradigm for fast realization of functional metasurfaces via transfer learning10.1038/s41467-021-23087-y2041-1723https://doaj.org/article/82236938070c4bfcb037950d33141f592021-05-01T00:00:00Zhttps://doi.org/10.1038/s41467-021-23087-yhttps://doaj.org/toc/2041-1723The design and optimization of a metasurface is a computationally- and time-consuming effort. Here, the authors propose a neural network-based algorithm for functional metasurface design, and demonstrate it for some functional metasurfaces.Ruichao ZhuTianshuo QiuJiafu WangSai SuiChenglong HaoTonghao LiuYongfeng LiMingde FengAnxue ZhangCheng-Wei QiuShaobo QuNature PortfolioarticleScienceQENNature Communications, Vol 12, Iss 1, Pp 1-10 (2021)
institution DOAJ
collection DOAJ
language EN
topic Science
Q
spellingShingle Science
Q
Ruichao Zhu
Tianshuo Qiu
Jiafu Wang
Sai Sui
Chenglong Hao
Tonghao Liu
Yongfeng Li
Mingde Feng
Anxue Zhang
Cheng-Wei Qiu
Shaobo Qu
Phase-to-pattern inverse design paradigm for fast realization of functional metasurfaces via transfer learning
description The design and optimization of a metasurface is a computationally- and time-consuming effort. Here, the authors propose a neural network-based algorithm for functional metasurface design, and demonstrate it for some functional metasurfaces.
format article
author Ruichao Zhu
Tianshuo Qiu
Jiafu Wang
Sai Sui
Chenglong Hao
Tonghao Liu
Yongfeng Li
Mingde Feng
Anxue Zhang
Cheng-Wei Qiu
Shaobo Qu
author_facet Ruichao Zhu
Tianshuo Qiu
Jiafu Wang
Sai Sui
Chenglong Hao
Tonghao Liu
Yongfeng Li
Mingde Feng
Anxue Zhang
Cheng-Wei Qiu
Shaobo Qu
author_sort Ruichao Zhu
title Phase-to-pattern inverse design paradigm for fast realization of functional metasurfaces via transfer learning
title_short Phase-to-pattern inverse design paradigm for fast realization of functional metasurfaces via transfer learning
title_full Phase-to-pattern inverse design paradigm for fast realization of functional metasurfaces via transfer learning
title_fullStr Phase-to-pattern inverse design paradigm for fast realization of functional metasurfaces via transfer learning
title_full_unstemmed Phase-to-pattern inverse design paradigm for fast realization of functional metasurfaces via transfer learning
title_sort phase-to-pattern inverse design paradigm for fast realization of functional metasurfaces via transfer learning
publisher Nature Portfolio
publishDate 2021
url https://doaj.org/article/82236938070c4bfcb037950d33141f59
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