High Power Laser and Particle Beams, Volume. 34, Issue 5, 053001(2022)

Prediction of coupling cross section of hexagonal aperture array based on BP neural network

Zhibin He, Liping Yan, and Xiang Zhao*
Author Affiliations
  • College of Electronic and Information Engineering, Sichuan University, Chengdu 610065, China
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    Figures & Tables(12)
    Numerical experimental system model
    Effect of row/column number on the normalized CCS
    Effect of polarization angle on the normalized CCS
    Absolute difference of normalized CCS between other polarization angles and 0°
    Variation of normalized CCS with α and while l/λ is 0.295电尺寸为0.295时孔阵归一化耦合截面随极化角度和孔间距电尺寸的变化
    Histogram of relative error distribution of neural network fitting results
    Relation between and error of neural network fitting result电尺寸与神经网络拟合结果误差关系图
    Histogram of relative error distribution of neural network prediction results
    Comparison of predicted values of neural network and true values
    Experimental system in anechoic chamber
    Comparison of predicted values of neural network and experimental result
    • Table 1. Range of input parameters

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      Table 1. Range of input parameters

      $ \mathit{l}/\mathit{\lambda } $$ {\mathit{n}}_{\mathit{x}} $$ {\mathit{n}}_{\mathit{y}} $$ {\mathit{d}}_{\mathit{x}}/\mathit{\lambda } $$ {\mathit{d}}_{\mathit{y}}/\mathit{\lambda } $$ \mathit{\alpha } $$ \mathit{h}/\mathit{\lambda } $
      0.05~1.201~81~80.025~3.0000.025~3.0000~ $ \mathrm{\pi }/2 $0.0005~3.0000
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    Zhibin He, Liping Yan, Xiang Zhao. Prediction of coupling cross section of hexagonal aperture array based on BP neural network[J]. High Power Laser and Particle Beams, 2022, 34(5): 053001

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    Paper Information

    Category: High Power Microwave Technology

    Received: Dec. 20, 2021

    Accepted: Mar. 18, 2022

    Published Online: Jun. 2, 2022

    The Author Email: Xiang Zhao (zhaoxiang@scu.edu.cn)

    DOI:10.11884/HPLPB202234.210566

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