• DocumentCode
    2825633
  • Title

    Neuro-modeling of simulated miniature rectangular microstrip antenna by using feed forward and feed back propagation

  • Author

    Mishra, Anadi ; Janvale, G. ; Kasar, S. ; Pawar, Bhausaheb V. ; Patil, A.J.

  • Author_Institution
    Dept. of Electron. Eng., North Maharashtra Univ., Jalgaon, India
  • fYear
    2011
  • fDate
    18-22 Dec. 2011
  • Firstpage
    1
  • Lastpage
    7
  • Abstract
    Neural-network computational modules have been recently gained recognition as an unconventional and useful tool for RF and microwave modeling and design. Neural networks can be trained to learn the behavior of passive/active components/circuits. This work presents Artificial Neural Network for design of IE3D simulated miniature microstrip antenna. In the presented work, artificial neural network is used for accurate determination of the different parameters like resonant frequency, bandwidth, return loss and voltage standing wave ratio of square and rectangular microstrip patch antenna. The developed neural network model which uses the data of simulated hundred antennas, is based on feed-forward and feedback propagation. The comparative analysis of developed models are presented which gives higher accuracy reported else where.
  • Keywords
    microstrip antennas; IE3D simulated miniature microstrip antenna; artificial neural network computational modules; feedback propagation; feedforward; microwave modeling; neural network model; neuro modeling; passive/active components/circuits; rectangular microstrip patch antenna; resonant frequency; simulated miniature rectangular microstrip antenna; voltage standing wave ratio; Artificial neural networks; Computational modeling; Microstrip antennas; Microwave circuits; Solid modeling; Training; ANN (Artificial Neural Network); CG (Conjugate Gradient); HQN (Huber Quasi Newton); RBF (Radial basis function); RMSA (Rectangular microstrip antenna);
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Applied Electromagnetics Conference (AEMC), 2011 IEEE
  • Conference_Location
    Kolkata
  • Print_ISBN
    978-1-4577-1098-8
  • Type

    conf

  • DOI
    10.1109/AEMC.2011.6256830
  • Filename
    6256830