DocumentCode
1112176
Title
Multiple Support Vector Regression for Antenna Array Characterization and Synthesis
Author
Ayestarán, Rafael González ; Campillo, María Fernanda ; Las-Heras, Fernando
Author_Institution
Univ. de Oviedo, Gijon
Volume
55
Issue
9
fYear
2007
Firstpage
2495
Lastpage
2501
Abstract
The support vector regression framework is proposed as the basis for a new antenna array characterization technique able to model radiating structures including all the coupling effects between the elements of the array from experimental data. The obtained model can then be used to solve practical synthesis problems with high accuracy and using an appropriate cost function for template-based specification handling. A design example is presented to show the efficiency of the proposed method.
Keywords
antenna arrays; antenna radiation patterns; regression analysis; antenna array characterization; model radiating structures; multiple support vector regression; template-based specification handling; Antenna arrays; Antenna feeds; Antenna radiation patterns; Cost function; Digital filters; Machine learning; Matrix decomposition; Numerical models; Pattern analysis; Risk management; Antenna arrays; antenna pattern synthesis; support vector regression;
fLanguage
English
Journal_Title
Antennas and Propagation, IEEE Transactions on
Publisher
ieee
ISSN
0018-926X
Type
jour
DOI
10.1109/TAP.2007.904077
Filename
4298164
Link To Document