DocumentCode
1822559
Title
Analysis and synthesis of coplanar waveguide-feed using Multilayer Perceptron Feed Forward Neural Networks
Author
Gunavathi, N. ; Sriramkumar, D.
Author_Institution
Dept. of Electron. & Commun. Eng., Nat. Inst. of Technol., Tiruchirappalli, India
fYear
2015
fDate
26-28 March 2015
Firstpage
1
Lastpage
6
Abstract
Analysis and synthesis of coplanar waveguide feed used in planar antennas have been proposed. Neural network-I has been proposed to analyze the coplanar waveguide feed. It dispenses the use of very long and complex formulae. Neural model-II has been proposed to remove the problems in conventional approach. It synthesizes, even if the dielectric constant is less than 6, unlike the previous approach. It gives the accurate result because thickness of the conductor also is taken into account unlike the conventional approach. The proposed neural networks are trained with three training algorithms like Levenberg-Marquart (LM), Conjugate Gradient of Fletcher-Powell (CGF) and Quasi-Neuron (QN). The LM algorithm is found to be the best algorithms among all based on Mean Squared Error (MSE) values of them.
Keywords
antenna feeds; conjugate gradient methods; coplanar waveguide components; learning (artificial intelligence); mean square error methods; multilayer perceptrons; planar antennas; telecommunication computing; CGF training algorithm; LM training algorithm; Levenberg-Marquart training algorithm; MSE; QN training algorithm; conjugate gradient of Fletcher-Powell training algorithm; coplanar waveguide feed analysis; coplanar waveguide feed synthesis; mean squared error; multilayer perceptron feedforward neural network; neural model-II; neural network-I; planar antenna; quasineuron training algorithm; Coplanar waveguides; Dielectric constant; Feeds; Mathematical model; Neural networks; Signal processing algorithms; Strips; CPW; LM algorithm; analysis; feed; neural network; synthesis;
fLanguage
English
Publisher
ieee
Conference_Titel
Signal Processing, Communication and Networking (ICSCN), 2015 3rd International Conference on
Conference_Location
Chennai
Print_ISBN
978-1-4673-6822-3
Type
conf
DOI
10.1109/ICSCN.2015.7219920
Filename
7219920
Link To Document