Advanced Photonics, Volume. 7, Issue 3, 034005(2025)

Deep learning in metasurfaces: from automated design to adaptive metadevices

Yasir Saifullah1...2,3,†, Nanxuan Wu1, Huaping Wang4, Bin Zheng1,2,3, Chao Qian1,*, and Hongsheng Chen1,23,* |Show fewer author(s)
Author Affiliations
  • 1Zhejiang University, ZJU-UIUC Institute, Interdisciplinary Center for Quantum Information, State Key Laboratory of Extreme Photonics and Instrumentation, Hangzhou, China
  • 2Zhejiang University, ZJU-Hangzhou Global Science and Technology Innovation Center, Zhejiang Key Laboratory of Intelligent Electromagnetic Control and Advanced Electronic Integration, Hangzhou, China
  • 3Zhejiang University, Jinhua Institute of Zhejiang University, Jinhua, China
  • 4Zhejiang University, Institute of Marine Electronics Engineering, Ocean College, Key Laboratory of Ocean Observation-Imaging Testbed of Zhejiang Province, Hangzhou, China
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    References(202)

    [66] M. Erdmann et al. Deep Learning for Physics Research(2021).

    [132] H.-X. Xu et al. Polarization-insensitive 3D conformal-skin metasurface cloak. Light Sci. Appl., 10, 75(2021).

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    Yasir Saifullah, Nanxuan Wu, Huaping Wang, Bin Zheng, Chao Qian, Hongsheng Chen, "Deep learning in metasurfaces: from automated design to adaptive metadevices," Adv. Photon. 7, 034005 (2025)

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    Paper Information

    Category: Reviews

    Received: Jan. 6, 2025

    Accepted: May. 6, 2025

    Posted: May. 6, 2025

    Published Online: Jun. 13, 2025

    The Author Email: Qian Chao (chaoq@intl.zju.edu.cn), Chen Hongsheng (hansomchen@zju.edu.cn)

    DOI:10.1117/1.AP.7.3.034005

    CSTR:32187.14.1.AP.7.3.034005

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