Generative Model for the Inverse Design of Metasurfaces Article Swipe
Zhaocheng Liu
,
Dayu Zhu
,
Sean P. Rodrigues
,
Kyu‐Tae Lee
,
Wenshan Cai
·
YOU?
·
· 2018
· Open Access
·
· DOI: https://doi.org/10.1021/acs.nanolett.8b03171
YOU?
·
· 2018
· Open Access
·
· DOI: https://doi.org/10.1021/acs.nanolett.8b03171
The advent of metasurfaces in recent years has ushered in a revolutionary means to manipulate the behavior of light on the nanoscale. The design of such structures, to date, has relied on the expertise of an optical scientist to guide a progression of electromagnetic simulations that iteratively solve Maxwell's equations until a locally optimized solution can be attained. In this work, we identify a solution to circumvent this conventional design procedure by means of a deep learning architecture. When fed an input set of customer-defined optical spectra, the constructed generative network generates candidate patterns that match the on-demand spectra with high fidelity. This approach reveals an opportunity to expedite the discovery and design of metasurfaces for tailored optical responses in a systematic, inverse-design manner.
Related Topics
Concepts
Metamaterial
Computer science
Generative model
Holography
Fidelity
Generative grammar
Inverse
Intuition
Inverse problem
Generative Design
High fidelity
Optics
Artificial intelligence
Physics
Mathematics
Materials science
Geometry
Acoustics
Mathematical analysis
Telecommunications
Composite material
Philosophy
Epistemology
Compatibility (geochemistry)
Metadata
- Type
- article
- Language
- en
- Landing Page
- https://doi.org/10.1021/acs.nanolett.8b03171
- OA Status
- green
- Cited By
- 878
- References
- 38
- Related Works
- 10
- OpenAlex ID
- https://openalex.org/W2803281408
All OpenAlex metadata
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https://openalex.org/W2803281408Canonical identifier for this work in OpenAlex
- DOI
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https://doi.org/10.1021/acs.nanolett.8b03171Digital Object Identifier
- Title
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Generative Model for the Inverse Design of MetasurfacesWork title
- Type
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articleOpenAlex work type
- Language
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enPrimary language
- Publication year
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2018Year of publication
- Publication date
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2018-09-12Full publication date if available
- Authors
-
Zhaocheng Liu, Dayu Zhu, Sean P. Rodrigues, Kyu‐Tae Lee, Wenshan CaiList of authors in order
- Landing page
-
https://doi.org/10.1021/acs.nanolett.8b03171Publisher landing page
- Open access
-
YesWhether a free full text is available
- OA status
-
greenOpen access status per OpenAlex
- OA URL
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https://arxiv.org/pdf/1805.10181Direct OA link when available
- Concepts
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Metamaterial, Computer science, Generative model, Holography, Fidelity, Generative grammar, Inverse, Intuition, Inverse problem, Generative Design, High fidelity, Optics, Artificial intelligence, Physics, Mathematics, Materials science, Geometry, Acoustics, Mathematical analysis, Telecommunications, Composite material, Philosophy, Epistemology, Compatibility (geochemistry)Top concepts (fields/topics) attached by OpenAlex
- Cited by
-
878Total citation count in OpenAlex
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2025: 135, 2024: 135, 2023: 146, 2022: 150, 2021: 122Per-year citation counts (last 5 years)
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- Related works (count)
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10Other works algorithmically related by OpenAlex
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