• DocumentCode
    983430
  • Title

    Support Vector Regression Model for Measuring the Permittivity of Asphalt Concrete

  • Author

    Meng, Jicheng ; Gao, Yuanci ; Shi, Yue

  • Author_Institution
    Univ. of Electron. Sci. & Technol. of China, Chengdu
  • Volume
    17
  • Issue
    12
  • fYear
    2007
  • Firstpage
    819
  • Lastpage
    821
  • Abstract
    The support vector regression (SVR) model for waveguide method of measuring the permittivity of asphalt concrete is presented in this letter. To validate the SVR model, simulated and measured data are employed. The training and testing data for the simulated SVR model are obtained by the reflection coefficient expression. While the testing data for the measured SVR model is obtained by HFSS. Experimental results suggest that the SVR model has a better performance in predicting the permittivity among microwave band. This SVR model could be applied to microwave industry as a kind of permittivity measurement tool.
  • Keywords
    asphalt; concrete; microwave materials; permittivity measurement; regression analysis; support vector machines; waveguides; asphalt concrete; permittivity measurement tool; reflection coefficient expression; support vector regression model; waveguide method; Asphalt; Concrete; Electromagnetic heating; Permittivity measurement; Predictive models; Rectangular waveguides; Reflection; Support vector machine classification; Support vector machines; Testing; Asphalt concrete; permittivity; rectangular waveguide; reflection coefficient (S11); support vector regression (SVR);
  • fLanguage
    English
  • Journal_Title
    Microwave and Wireless Components Letters, IEEE
  • Publisher
    ieee
  • ISSN
    1531-1309
  • Type

    jour

  • DOI
    10.1109/LMWC.2007.910462
  • Filename
    4385288