Phase-to-pattern inverse design paradigm for fast realization of functional metasurfaces via transfer learning Article Swipe
Ruichao Zhu
,
Tianshuo Qiu
,
Jiafu Wang
,
Sai Sui
,
Chenglong Hao
,
Tonghao Liu
,
Yongfeng Li
,
Mingde Feng
,
Anxue Zhang
,
Cheng‐Wei Qiu
,
Shaobo Qu
·
YOU?
·
· 2021
· Open Access
·
· DOI: https://doi.org/10.1038/s41467-021-23087-y
YOU?
·
· 2021
· Open Access
·
· DOI: https://doi.org/10.1038/s41467-021-23087-y
Metasurfaces have provided unprecedented freedom for manipulating electromagnetic waves. In metasurface design, massive meta-atoms have to be optimized to produce the desired phase profiles, which is time-consuming and sometimes prohibitive. In this paper, we propose a fast accurate inverse method of designing functional metasurfaces based on transfer learning, which can generate metasurface patterns monolithically from input phase profiles for specific functions. A transfer learning network based on GoogLeNet-Inception-V3 can predict the phases of 2 8×8 meta-atoms with an accuracy of around 90%. This method is validated via functional metasurface design using the trained network. Metasurface patterns are generated monolithically for achieving two typical functionals, 2D focusing and abnormal reflection. Both simulation and experiment verify the high design accuracy. This method provides an inverse design paradigm for fast functional metasurface design, and can be readily used to establish a meta-atom library with full phase span.
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- Type
- article
- Language
- en
- Landing Page
- https://doi.org/10.1038/s41467-021-23087-y
- https://www.nature.com/articles/s41467-021-23087-y.pdf
- OA Status
- gold
- Cited By
- 231
- References
- 45
- Related Works
- 10
- OpenAlex ID
- https://openalex.org/W3163907945
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- OpenAlex ID
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https://openalex.org/W3163907945Canonical identifier for this work in OpenAlex
- DOI
-
https://doi.org/10.1038/s41467-021-23087-yDigital Object Identifier
- Title
-
Phase-to-pattern inverse design paradigm for fast realization of functional metasurfaces via transfer learningWork title
- Type
-
articleOpenAlex work type
- Language
-
enPrimary language
- Publication year
-
2021Year of publication
- Publication date
-
2021-05-20Full publication date if available
- Authors
-
Ruichao Zhu, Tianshuo Qiu, Jiafu Wang, Sai Sui, Chenglong Hao, Tonghao Liu, Yongfeng Li, Mingde Feng, Anxue Zhang, Cheng‐Wei Qiu, Shaobo QuList of authors in order
- Landing page
-
https://doi.org/10.1038/s41467-021-23087-yPublisher landing page
- PDF URL
-
https://www.nature.com/articles/s41467-021-23087-y.pdfDirect link to full text PDF
- Open access
-
YesWhether a free full text is available
- OA status
-
goldOpen access status per OpenAlex
- OA URL
-
https://www.nature.com/articles/s41467-021-23087-y.pdfDirect OA link when available
- Concepts
-
Realization (probability), Computer science, Inverse, Phase (matter), Reflection (computer programming), Degrees of freedom (physics and chemistry), Inverse problem, Electronic engineering, Physics, Mathematics, Engineering, Geometry, Statistics, Programming language, Quantum mechanics, Mathematical analysisTop concepts (fields/topics) attached by OpenAlex
- Cited by
-
231Total citation count in OpenAlex
- Citations by year (recent)
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2025: 64, 2024: 69, 2023: 53, 2022: 32, 2021: 13Per-year citation counts (last 5 years)
- References (count)
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45Number of works referenced by this work
- Related works (count)
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10Other works algorithmically related by OpenAlex
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