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
  • [1] S-parameter Modeling and Optimization using Deep Gaussian Processes
    Garbuglia, Federico
    Spina, Domenico
    Deschrijver, Dirk
    Couckuyt, Ivo
    Dhaene, Tom
    2022 24TH INTERNATIONAL MICROWAVE AND RADAR CONFERENCE (MIKON), 2022,
  • [2] Parametric macromodeling for S-parameter data based on internal nonexpansivity
    Ferranti, Francesco
    Knockaert, Luc
    Dhaene, Tom
    Antonini, Giulio
    INTERNATIONAL JOURNAL OF NUMERICAL MODELLING-ELECTRONIC NETWORKS DEVICES AND FIELDS, 2013, 26 (01) : 15 - 27
  • [3] Wave approach to S-parameter and noise parameter prediction of FET devices
    Pronic, O
    Markovic, V
    2000 2ND INTERNATIONAL CONFERENCE ON MICROWAVE AND MILLIMETER WAVE TECHNOLOGY PROCEEDINGS, 2000, : 164 - 167
  • [4] S-PARAMETER MEASUREMENT PREDICTION FOR BIPOLAR-TRANSISTORS USING A PHYSICAL DEVICE SIMULATOR
    YUAN, JS
    EISENSTADT, WR
    IEEE TRANSACTIONS ON ELECTRON DEVICES, 1988, 35 (10) : 1633 - 1639
  • [5] ON THE RENORMALIZATION OF THE S-PARAMETER
    AOKI, S
    PHYSICS LETTERS B, 1992, 291 (04) : 437 - 440
  • [6] Fast noise prediction for process optimization using only standard DC and S-parameter measurements
    Gridelet, E.
    Scholten, A. J.
    Klaassen, D. B. M.
    van Dalen, R.
    Pijper, R.
    Magnee, P. H. C.
    Tiemeijer, L. F.
    Dinh, V. T.
    Vanhoucke, T.
    2012 IEEE BIPOLAR/BICMOS CIRCUITS AND TECHNOLOGY MEETING (BCTM), 2012,
  • [7] S-parameter measurement using an I/Q demodulator
    Chang, IS
    Lee, CB
    Kang, IH
    MICROWAVE JOURNAL, 1998, 41 (11) : 80 - 84
  • [8] Theoretical Explanation and Prediction of Branches in Permittivity from S-parameter Values
    Lewis, Jacob
    Mitra, Dipankar
    Cleveland, Jerika
    Braaten, B. D.
    Allen, Jeffery
    Allen, Monica
    2020 IEEE INTERNATIONAL SYMPOSIUM ON ANTENNAS AND PROPAGATION AND NORTH AMERICAN RADIO SCIENCE MEETING, 2020, : 793 - 794
  • [9] Flavor dependence of the S-parameter
    Di Chiara, Stefano
    Pica, Claudio
    Sannino, Francesco
    PHYSICS LETTERS B, 2011, 700 (3-4) : 229 - 235
  • [10] MICROSTRIP AND S-PARAMETER DESIGN
    SMITH, SAC
    ELECTRONICS & WIRELESS WORLD, 1987, 93 (1619): : 885 - 887