Parametric S-Parameter Prediction Using Deep Learning

被引:0
|
作者
Bansal, Vinayak [1 ]
Feng, Lihong [2 ]
de la Rubia, Valentin [3 ]
Benner, Peter [2 ]
机构
[1] Indian Inst Technol, Dept Chem Engn, Delhi, India
[2] Max Planck Inst Dynam Complex Tech Syst, Computat Methods Syst & Control Theory, Magdeburg, Germany
[3] Univ Politecn Madrid, Dept Matemat Aplicada TIC, Madrid, Spain
关键词
S-parameter; convolutional autoencoder; feed-forward neural network;
D O I
10.1109/EPEPS61853.2024.10754126
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
We construct a neural network model of Sparameters, from which the S-parameters can be quickly predicted. Numerical tests on a filter model show that the proposed method accurately predicts the S-parameters with multiple sharp resonances.
引用
收藏
页数:3
相关论文
共 50 条
  • [31] S-parameter determination with current probes
    Tan, Zhi-Liang
    Xiang, Zhen-Yu
    Zhou, Xing
    Gaodianya Jishu/High Voltage Engineering, 2010, 36 (11): : 2745 - 2748
  • [32] Noise Partition in S-Parameter Measurement
    Marinov, Ognian
    2013 22ND INTERNATIONAL CONFERENCE ON NOISE AND FLUCTUATIONS (ICNF), 2013,
  • [33] A novel parametric macro-modeling of S-parameter data by interpolating residues of root models
    Zhang, Weidong
    Xie, Shuguo
    Hao, Xuchun
    IEICE ELECTRONICS EXPRESS, 2017, 14 (09):
  • [34] S-Parameter Based Multimode Signaling
    Yan, Zhuo
    Won, Chanyoun
    Franzon, Paul D.
    Ayguen, Kemal
    Braunisch, Henning
    2012 IEEE 21ST CONFERENCE ON ELECTRICAL PERFORMANCE OF ELECTRONIC PACKAGING AND SYSTEMS, 2012, : 11 - 14
  • [35] The S-parameter in holographic technicolor models
    Agashe, Kaustubh
    Csaki, Csaba
    Reece, Matthew
    Grojean, Christophe
    JOURNAL OF HIGH ENERGY PHYSICS, 2007, (12):
  • [36] S-parameter characterization for EMI filters
    Kraemer, JG
    2003 IEEE SYMPOSIUM ON ELECTROMAGNETIC COMPATIBILITY, SYMPOSIUM RECORD, VOLS 1 AND 2, 2003, : 361 - 366
  • [37] Characterizing Uncertainty in S-Parameter Measurements
    Buber, Tekamul
    Narang, Pragti
    Esposito, Giampiero
    Padmanabhan, Sathya
    Zeier, Markus
    MICROWAVE JOURNAL, 2019, 62 (10) : 88 - +
  • [38] Optimal RIS Design by Using S-Parameter Multiport Network Model
    Abrardo, Andrea
    Toccafondi, Alberto
    Di Renzo, Marco
    2024 IEEE INC-USNC-URSI RADIO SCIENCE MEETING (JOINT WITH AP-S SYMPOSIUM), 2024, : 50 - 50
  • [39] Measurement and Simulation of the Induced Current on a Wire Using S-Parameter Method
    Rajamani, Vignesh
    West, James C.
    Bunting, Charles F.
    IEEE TRANSACTIONS ON ELECTROMAGNETIC COMPATIBILITY, 2014, 56 (02) : 303 - 310
  • [40] Statistical model of microwave FET S-parameter using factor analysis
    Huang, Yi
    Shen, Chuyu
    Dianzi Kexue Xuekan/Journal of Electronics, 1997, 19 (01): : 77 - 82