Acta Optica Sinica, Volume. 45, Issue 14, 1420024(2025)

Design and Optimization for Metasurface Polarization Converter via Tandem Neural Networks

Linjing Liang, Wenrui Xue*, and Yue Zhang
Author Affiliations
  • College of Physics and Electronic Engineering, Shanxi University, Taiyuan 030006, Shanxi , China
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    Figures & Tables(11)
    Schematic diagrams of metasurface polarization converter. (a) Three-dimensional view; (b) side view; (c) top view
    Schematic diagram of forward network
    Variation of MSE of forward prediction network with epochs
    Comparison between prediction and simulation results of forward network
    Schematic diagram of tandem neural network
    Variation of MSE of tandem neural network with epochs
    Comparison of target curve (solid line), prediction curve (dashed line) and simulation curve (dot line)
    Reflection spectra and PCR spectra under y-polarized wave incidence. (a) Co-polarized and cross-polarized reflection coefficients at incidence angle of 0°; (b) PCR at incidence angle of 0°; (c) co-polarized and cross-polarized reflection coefficients at incidence angle of 50°; (d) PCR at incidence angle of 50°
    Influence of incident angle on polarization conversion ratio of metasurface
    Surface current distributions at 0.83 THz. (a) Surface current distribution of top metal-patterned layer; (b) surface current distribution of bottom grounding layer; (c) equivalent magnetic moment and induced magnetic field
    • Table 1. Scan ranges of five structural parameters

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      Table 1. Scan ranges of five structural parameters

      ParameterRangeStepNumber of data points
      L29‒33 μm1 μm5
      W5‒9 μm1 μm5
      d8‒12 μm1 μm5
      t128‒32 μm1 μm5
      α58°‒62°5
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    Linjing Liang, Wenrui Xue, Yue Zhang. Design and Optimization for Metasurface Polarization Converter via Tandem Neural Networks[J]. Acta Optica Sinica, 2025, 45(14): 1420024

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    Paper Information

    Category: Optics in Computing

    Received: Apr. 15, 2025

    Accepted: Jun. 15, 2025

    Published Online: Jul. 22, 2025

    The Author Email: Wenrui Xue (wrxue@sxu.edu.cn)

    DOI:10.3788/AOS250922

    CSTR:32393.14.AOS250922

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