• DocumentCode
    3227246
  • Title

    Study and simulation of RF power amplifier behavioral model based on RBF Neural Network

  • Author

    Li, Jiuchao ; Nan, Jingchang ; Zhao, Jingmei

  • Author_Institution
    Coll. of electrics & Inf. Eng., Liaoning Tech. Univ., Huludao, China
  • fYear
    2010
  • fDate
    8-11 May 2010
  • Firstpage
    1465
  • Lastpage
    1467
  • Abstract
    Modeling power amplifier is a key step for designing power amplifying system and predistortion system. Whether nonlinearity and memory effects of power amplifier can be modeled correctly or not, has an important impact on system simulation performance. This paper presented and analyzed the Radial Basis Functions Neural Network (RBFNN), Utilizing input and output data extracted from Freescale semiconductor transistor MRF6S21140 model and designed circuit in ADS circumstance, simulate two kinds of Back Propagation Neural Network(BPNN) models and RBFNN models, and compute the error. Simulation results show that the proposed RBFNN behavioral model has less modeling error, and output waveform of the model can be more close to real waveform. The model can be set up in ADS and can be applied for system-level simulation, system simulation performance can be more close to real system, and has a significant sense for designing real system.
  • Keywords
    backpropagation; electronic engineering computing; integrated circuit modelling; power amplifiers; radial basis function networks; radiofrequency amplifiers; ADS; BPNN models; Freescale semiconductor transistor; MRF6S21140 model; RBFNN behavioural models; RF power amplifier behaviour modeling; backpropagation neural network; input data extraction; output data extraction; predistortion system; radial basis functions neural network; system-level simulation; Circuit simulation; Computational modeling; Data mining; Neural networks; Power amplifiers; Power system modeling; Predistortion; Radial basis function networks; Radio frequency; Radiofrequency amplifiers;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Microwave and Millimeter Wave Technology (ICMMT), 2010 International Conference on
  • Conference_Location
    Chengdu
  • Print_ISBN
    978-1-4244-5705-2
  • Type

    conf

  • DOI
    10.1109/ICMMT.2010.5524744
  • Filename
    5524744