Laser & Optoelectronics Progress, Volume. 62, Issue 15, 1525001(2025)

U-Slot Microstrip Patch Antenna Design Based on Gated Recurrent Unit and Attention Mechanism

Yue Ning1, Qinhua A1, Yaxin Bao1, Rui Zhu1, and Chengfu Yang1,2、*
Author Affiliations
  • 1School of Information Science and Technology, Yunnan Normal University, Kunming 650500, Yunnan , China
  • 2Engineering Research Center of Computer Vision and Intelligent Control Technology, Department of Education of Yunnan Province, Kunming 650500, Yunnan , China
  • show less
    Figures & Tables(13)
    Structural diagrams of U-slot microstrip patch antenna. (a) Three-dimensional structural diagram; (b) top view
    Diagram of system model architecture
    Impact of ls on the spectrum of S-parameter
    Impact of t2 on the spectrum of S-parameter
    Prediction effect of forward S-parameter spectrum of the model. (a) Actual S-parameter spectrum and predicted S-parameter spectrum for sample 1; (b) actual S-parameter spectrum and predicted S-parameter spectrum for sample 2
    Prediction effect of reverse structural parameters
    Prediction effect of reverse structural parameters by the model. (a)(c)(e) S-parameter spectra predicted by the model; (b)(d)(f) actual structural parameters corresponding to the structural parameters and S-parameter predicted in reverse
    Structural diagram of low-profile broadband metasurface antenna
    Prediction effect of forward S-parameter spectrum of the model
    Prediction effect of reverse structural parameters
    Prediction effect of reverse structural parameters by the model. (a) S-parameter spectrum predicted by the model; (b) actual structural parameters corresponding to structural parameters and S-parameter predicted in reverse
    • Table 1. Selection of parameters for U-slot microstrip patch antenna

      View table

      Table 1. Selection of parameters for U-slot microstrip patch antenna

      Parameterwglgw0l0wst1Hhsubdr1r2λ
      Value /mm100.060.063.239.031.00.86.510.03.01.22.0140.0
    • Table 2. Training results of various network models

      View table

      Table 2. Training results of various network models

      ModelEpochMSEMAETime /s
      ANN10000.43470.2809163.24
      FNN10000.43250.2852237.11
      RNN10001.44727.3436732.39
      LSTM10000.53750.55651349.69
      GRU10000.36780.24151334.37
      GRU+attention10000.26040.10241246.19
    Tools

    Get Citation

    Copy Citation Text

    Yue Ning, Qinhua A, Yaxin Bao, Rui Zhu, Chengfu Yang. U-Slot Microstrip Patch Antenna Design Based on Gated Recurrent Unit and Attention Mechanism[J]. Laser & Optoelectronics Progress, 2025, 62(15): 1525001

    Download Citation

    EndNote(RIS)BibTexPlain Text
    Save article for my favorites
    Paper Information

    Category: OPTOELECTRONICS

    Received: Oct. 30, 2024

    Accepted: Feb. 4, 2025

    Published Online: Jul. 15, 2025

    The Author Email: Chengfu Yang (yangchengfu@ynnu.edu.cn)

    DOI:10.3788/LOP242195

    CSTR:32186.14.LOP242195

    Topics