Photonics Research, Volume. 13, Issue 5, 1172(2025)

Efficient inverse design for tailoring a terahertz metagrating

Jia Shi1,2,5、*, Guanlong Wang1, Shaona Wang1, Wenjing Yu3, Ling Liang4, Weiling Fu4, Pingjuan Niu1, Jianquan Yao2, and Xiang Yang4,6、*
Author Affiliations
  • 1Tianjin Key Laboratory of Optoelectronic Detection Technology and System, School of Electronic and Information Engineering, Tiangong University, Tianjin 300387, China
  • 2Key Laboratory of Opto-Electronics Information Technology (Ministry of Education), School of Precision Instruments and Opto-Electronic Engineering, Tianjin University, Tianjin 300072, China
  • 3Department of Laboratory Medicine, Daping Hospital, Third Military Medical University (Army Medical University), Chongqing 400038, China
  • 4Department of Laboratory Medicine, Southwest Hospital, Third Military Medical University (Army Medical University), Chongqing 400038, China
  • 5e-mail: shijia@tiangong.edu.cn
  • 6e-mail: yangxiang@tmmu.edu.cn
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    Figures & Tables(9)
    (a) Schematic of the metagrating with controlled energy distribution among the supported diffraction orders. The meta-atoms of the metagrating are used to control the scattering directivity to a specific diffraction order. (b) Relationship between the diffraction period and bending angle of a metagrating with a normally incident terahertz wave. (c)–(e) The simulated electric field distributions of a metagrating with the energy concentrated at different diffraction angles (α), which is achieved by controlling the diffraction period of the metagrating arrays. (f) Transmission spectra of different diffraction orders T0, T−1, and T+1.
    (a) The inverse design model and (b) its training and testing processes.
    (a) Comparison of the testing dataset prediction results for different models. (b) Prediction performance of different models for different structure parameters. (c)–(f) The prediction errors and spectra obtained via inverse design models with typical design parameters. The insets in (c)–(f) are the FEM-simulated spectra and corresponding predicted spectra of the inverse design.
    (a) Implementation procedure of the inverse design for metadevices. (b) Process of fabrication and characterization for 3D printing of the predicted metagrating.
    (a) Fabricated metagrating. (b) Optical microscope images of the fabricated metagrating. (c) Size of the fabricated metagrating. (d) Experimental system for measurement of the transmission spectra. (e)–(h) FEM-designed transmission spectra and corresponding inversely designed spectra used in the experiments.
    (a) Schematic description of terahertz metagrating for microorganism sensing. (b) Measured transmission spectra of the samples filled with air (blank), different fungi, and bacteria. (c) Analysis of resonance peaks for different microorganisms.
    • Table 1. Parameter Space of the Inverse Design Modelsa

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      Table 1. Parameter Space of the Inverse Design Modelsa

      Px (mm)d1 (mm)d2 (mm)g (mm)Groups
      2.40.5–0.80.5–0.80.3–0.780
      2.60.5–0.90.5–0.90.3–0.7125
      2.80.5–1.00.5–1.00.3–0.7180
      3.00.5–1.10.5–1.10.3–0.7245
      3.70.5–1.20.5–1.20.3–0.7320
      4.40.5–1.30.5–1.30.3–0.7405
      Total1355
    • Table 2. Comparison of the Accuracy of Different Modeling Methods

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      Table 2. Comparison of the Accuracy of Different Modeling Methods

      ModelRMSE (mm)ErR2
      GRNN0.09730.03830.9945
      Elman0.12200.16790.9892
      SVM0.26890.17980.9537
    • Table 3. Computational Runtimes of the FEM and Inverse Design Models

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      Table 3. Computational Runtimes of the FEM and Inverse Design Models

      3D FEM SimulationNormal (90×90)Fine (110×110)Extra Fine (200×200)Inverse Design ModelGRNNElmanSVM
      Simulation time (one sample)287 s384 s1490 sTraining26 s469 s191 s
      Testing (one sample)32 ms8 ms9 ms
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    Jia Shi, Guanlong Wang, Shaona Wang, Wenjing Yu, Ling Liang, Weiling Fu, Pingjuan Niu, Jianquan Yao, Xiang Yang, "Efficient inverse design for tailoring a terahertz metagrating," Photonics Res. 13, 1172 (2025)

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    Paper Information

    Category: Optical Devices

    Received: Nov. 6, 2024

    Accepted: Feb. 13, 2025

    Published Online: Apr. 14, 2025

    The Author Email: Jia Shi (shijia@tiangong.edu.cn), Xiang Yang (yangxiang@tmmu.edu.cn)

    DOI:10.1364/PRJ.547255

    CSTR:32188.14.PRJ.547255

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