• DocumentCode
    2705686
  • Title

    Output prediction about crosstalk coupling of representative multi-cable bundle on aircraft platform based on neural network

  • Author

    Dai, Jian ; Dai, Fei ; Zhao, Xiaoying

  • Author_Institution
    Sch. of Electron. & Inf. Eng., Beijing Univ. of Aeronaut. & Astronaut., Beijing, China
  • fYear
    2009
  • fDate
    27-29 Oct. 2009
  • Firstpage
    381
  • Lastpage
    384
  • Abstract
    A method of output prediction about crosstalk coupling of multi-cable bundle on aircraft is presented without solving the coupling matrix. BP neural network is used to simulate the coupling relation between input and output. The network of input and output are trained with LMBP algorithm. MOM is applied to calculate the output value of multi-cable bundle when inputs in different frequency point are given through establishing 3D model of transmission lines. It´s shown that the predicted values of neural network in different frequency points coincide with values of MOM simulative outputs well. Otherwise a concept of relative coupling error is put forward to estimating the accuracy of prediction algorithm. The predicted values are much closer to the simulative ones after the inputs of neural network have been optimized properly. This method can be used to predict the output of nonlinear multi-cables coupling in complex system structure.
  • Keywords
    aircraft; backpropagation; computational electromagnetics; electromagnetic coupling; electromagnetic interference; neural nets; BP neural network; LMBP algorithm; MOM; aircraft; complex system structure; crosstalk coupling; multi-cable bundle; nonlinear multi-cables coupling; output prediction; Accuracy; Aircraft; Couplings; Crosstalk; Frequency; Message-oriented middleware; Neural networks; Prediction algorithms; Predictive models; Transmission line matrix methods; coupling; crosstalk; multi-cable; neural network; prediction;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Microwave, Antenna, Propagation and EMC Technologies for Wireless Communications, 2009 3rd IEEE International Symposium on
  • Conference_Location
    Beijing
  • Print_ISBN
    978-1-4244-4076-4
  • Type

    conf

  • DOI
    10.1109/MAPE.2009.5355734
  • Filename
    5355734