DocumentCode
3072688
Title
A CAD neural analysis for conductor backed asymmetric CPW with one lateral ground plane
Author
Selvan, P. Thiruvalar ; Raghavan, S.
Author_Institution
Dept. of Electron. & Commun. Eng., Nat. Inst. of Technol., Tiruchirappalli, India
fYear
2011
fDate
18-19 March 2011
Firstpage
266
Lastpage
270
Abstract
Artificial Neural Networks (ANNs) have been used as a promising tools for many applications. In recent years, a computer-aided design approach based on ANNs has been introduced to microwave modeling, simulation and optimization. In this work, the characteristics parameters of the conductor-backed asymmetric coplanar waveguide (CB - ACPW) with one lateral ground plane have been determined with the use of neural models. ANNs were trained with six learning algorithms to obtain better performance and faster convergence with simpler structure. The best results were obtained with Bayesian Regularization and Levenberg - Marquardt algorithms. The quasi-static parameters of CB - ACPW with one lateral ground plane configurations can be calculated very accurately using the neural model proposed in this work. This has facilitated the usage of ANN models. The notable benefits are simplicity & accurate determination of the characteristic parameters of CB-ACPW´s with one lateral ground plane. The greatest advantage is lengthy formulas can be dispensed with.
Keywords
Bayes methods; CAD; conductors (electric); coplanar waveguide components; electrical engineering computing; learning (artificial intelligence); neural nets; ANN model; Bayesian regularization; CAD neural analysis; Levenberg-Marquardt algorithm; artificial neural network; computer-aided design; conductor backed asymmetric CPW; conductor-backed asymmetric coplanar waveguide; lateral ground plane; learning algorithm; neural model; quasistatic parameter; Artificial neural networks; Conductors; Coplanar waveguides; Dielectrics; Microwave circuits; Training; Artificial Neural Networks; Asymmetric coplanar waveguide; Characteristics impedance; Effective dielectric permittivity; Lateral Ground plane;
fLanguage
English
Publisher
ieee
Conference_Titel
Computer, Communication and Electrical Technology (ICCCET), 2011 International Conference on
Conference_Location
Tamilnadu
Print_ISBN
978-1-4244-9393-7
Type
conf
DOI
10.1109/ICCCET.2011.5762482
Filename
5762482
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