Fuzzy neuroconformal analysis of multilayer elliptical cylindrical and asymmetrical coplanar striplines

被引:5
|
作者
Aouiche, Abdelaziz [1 ,2 ]
Djellid, Asma [3 ]
Bouttout, Farid [2 ,4 ]
机构
[1] Univ Hadj Lakhdar Batna, Dept Elect, Fac Technol, Batna 5000, Algeria
[2] Lab Gen Elect Msila, Msila 28000, Algeria
[3] Univ MSila, Dept Elect, Fac Technol, Lab Gen Elect, Msila 28000, Algeria
[4] Univ Bordj Bou Arreridj, Dept Elect, Fac Sci & Technol, Bba 34000, Algeria
关键词
Coplanar stripline; Multilayer cylindrical/elliptical coplanar stripline; Conformal mapping technique; Artificial neural network; Fuzzy system; RECTANGULAR MICROSTRIP ANTENNAS; QUASI-STATIC SOLUTIONS; INPUT RESISTANCE; INFERENCE SYSTEM; MODELS; COMPUTATION; LINES; THIN;
D O I
10.1016/j.aeue.2015.04.004
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
In this paper, accurate and compact analytic closed-form expressions are presented in order to calculate the quasi-static parameters of symmetric/asymmetric multilayer planar coplanar stripline (MACPS), multilayer cylindrical (MCCPS), and multilayer elliptical (MECPS) by using the conformal mapping technique (CMT). The general form of the developed expressions can take into account an arbitrarily number of dielectric layers above and/or below the strips' interface. Models based on artificial neural networks (ANNs) and fuzzy systems (FSs) are implemented where the CMT being the reference in training process. The ANNs and FSs are trained using the back-propagation algorithm together with Levenberg-Marquardt (LM) and Takagi-Sugeno-Kang (TSK) methods, respectively. By writing efficient Matlab (R) R13 coding for implementation of the ANNs and FSs and performing adequate sampling of the input variables, the size of the input training matrix reaches 10,000 by 14 which ensures high accuracy of the two models. The results of the ANNs and FSs trained with their respective algorithms for the quasi-static parameters of the MACPS, MCCPS, and MECPS are in very good agreement with the results available in the literature. (C) 2015 Elsevier GmbH. All rights reserved.
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页码:1151 / 1166
页数:16
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