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
Link To Document