Application of Support Vector Machines to the Antenna Design

被引:34
作者
Zheng, Z. [1 ]
Chen, X. [1 ]
Huang, K. [1 ]
机构
[1] Sichuan Univ, Sch Elect & Informat Engn, Chengdu 610064, Peoples R China
基金
中国国家自然科学基金;
关键词
support vector machines; antenna design; rectangular patch antenna; rectangular patch antenna array; ARTIFICIAL NEURAL-NETWORKS; PARAMETERS;
D O I
10.1002/mmce.20491
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
The antenna design is a complicated and time-consuming procedure. This work explores using support vector machines (SVMs), a statistical learning theory based on the structural risk minimization principle and has a great generalization capability, as a fast and accurate tool in the antenna design. As examples, SVMs is used to design a rectangular patch antenna and a rectangular patch antenna array. Results show, after an appropriate training, SVMs is able to effectively design antennas with high accuracy. (C) 2010 Wiley Periodicals, Inc. Int J RF and Microwave CAE 21:85-90, 2011.
引用
收藏
页码:85 / 90
页数:6
相关论文
共 50 条
[31]   Prediction of significant wave height using regressive support vector machines [J].
Mahjoobi, J. ;
Mosabbeb, Ehsan Adeli .
OCEAN ENGINEERING, 2009, 36 (05) :339-347
[32]   Ellipsoidal Support Vector Machines [J].
Momma, Michinari ;
Hatano, Kohei ;
Nakayama, Hiroki .
PROCEEDINGS OF 2ND ASIAN CONFERENCE ON MACHINE LEARNING (ACML2010), 2010, 13 :31-46
[33]   Selective support vector machines [J].
Onur Seref ;
O. Erhun Kundakcioglu ;
Oleg A. Prokopyev ;
Panos M. Pardalos .
Journal of Combinatorial Optimization, 2009, 17 :3-20
[34]   Possibilistic support vector machines [J].
Lee, K ;
Kim, DW ;
Lee, KH ;
Lee, D .
PATTERN RECOGNITION, 2005, 38 (08) :1325-1327
[35]   Directional Support Vector Machines [J].
Pernes, Diogo ;
Fernande, Kelwin ;
Cardoso, Jaime S. .
APPLIED SCIENCES-BASEL, 2019, 9 (04)
[36]   On coresets for support vector machines [J].
Tukan, Murad ;
Baykal, Cenk ;
Feldman, Dan ;
Rus, Daniela .
THEORETICAL COMPUTER SCIENCE, 2021, 890 (890) :171-191
[37]   Support Vector Machines in R [J].
Karatzoglou, A ;
Meyer, D ;
Hornik, K .
JOURNAL OF STATISTICAL SOFTWARE, 2006, 15 (09)
[38]   Selective support vector machines [J].
Seref, Onur ;
Kundakcioglu, O. Erhun ;
Prokopyev, Oleg A. ;
Pardalos, Panos M. .
JOURNAL OF COMBINATORIAL OPTIMIZATION, 2009, 17 (01) :3-20
[39]   Sparseness of support vector machines [J].
Steinwart, I .
JOURNAL OF MACHINE LEARNING RESEARCH, 2004, 4 (06) :1071-1105
[40]   Binarized Support Vector Machines [J].
Carrizosa, Emilio ;
Martin-Barragan, Belen ;
Morales, Dolores Romero .
INFORMS JOURNAL ON COMPUTING, 2010, 22 (01) :154-167