Design, Modelling, and Synthesis of Radiation Pattern of Intelligent Antenna by Artificial Neural Networks

Authors

  • R. Ghayoula Laboratoire de physique de la matière molle, Unité de recherche : Circuits et systèmes électroniques HF Faculté des Sciences de Tunis, Campus Universitaire Tunis EL-manar, 2092, Tunisie
  • A. Gharsallah Laboratoire de physique de la matière molle, Unité de recherche : Circuits et systèmes électroniques HF Faculté des Sciences de Tunis, Campus Universitaire Tunis EL-manar, 2092, Tunisie
  • N. Fadlallah Equipe RADIOCOM, Institut Universitaire de Technologie de Saida Université de Liban, P.O.Box #813 36, Liban
  • M. Rammal Equipe RADIOCOM, Institut Universitaire de Technologie de Saida Université de Liban, P.O.Box #813 36, Liban

Keywords:

Design, Modelling, and Synthesis of Radiation Pattern of Intelligent Antenna by Artificial Neural Networks

Abstract

The work presented in this paper refers to the synthesis of the radiation pattern of intelligent antennas by the artificial neural networks (ANN) based on linear antennas array supplied with coaxial lines. The method of synthesis implemented for this type of antennas makes it possible to approach with an optimal desired radiation pattern specified by a gauge with modifying amplitude, phase excitation and sources space distribution. The approach used is based on geometry of the antennas and the artificial neural networks (ANN) which are able to model the linear antennas array. Our principal contribution in this paper is the extension of a synthesis model of the radiation pattern. The developed synthesis is based on the neural networks technique.

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References

L. Merad, S. M. Meriah, and F. T. Bendimerad,

“Application des Réseaux Neuronaux pour la

Modélisation et l’Optimisation de Réseaux

d’Antennes Imprimées,” Université Abou-Bekr

Belkaïd, Tlemcen, 2004.

R. Ghayoula and A. Gharsallah, “Application of the

Neural network to the sy nthesis of linear antenna

array’s radiation diagram,” IEEE International

Conference on Design & Test of Integrated Systems

in Nanoscale Technology DTIS’06, pp. 427-430,

Tunisia 2006.

R. Ghayoula, M. Traii, A. Gharsallah, N. Fadlallah,

and M. Rammal, “Application of the neural network

to the synthesis of multibeam antennas arrays,” 14 th

International Enformatika Conference, August 25-

, 2006, Prague, proceeding, Czech Republic, 2006.

M. A. Jensen and Y. Rahmat-Samii, “Performance

analysis of antennas for handheld transceivers using

FDTD,” IEEE Trans. Antennas and Propagation, no.

, pp. 1106-1113, 1994.

Y. Chunyang, G. deyua, and W. Wenbing, “Non

uniform linear antenna array optimization –genetic

algorithm approach,” ISAE’97 proceeding, 1997.

N. Fadlallah, M. Rammal, H. Rammal, P. Vaudon,

R. Ghayoula, and A. Gharsa llah, “General synthesis

method for linear phased antenna array”, IET

Microw. Antennas Propag., vol. 2, no. 4, pp. 338–

, 2008.

R. Ghayoula, N. Fadlallah, A. Gharsallah, and M.

Rammal ,“Neural network synthesis beamforming

model for one-dimensional antenna arrays”, The

Mediterranean Journal of Electronics and

Communications, ISSN: 1744-2400, vol. 4, no. 1, pp.

-131, 2008.

T. Mbarek, R. Ghayoul a, and A. Gharsallah,

“Radiation pattern of a networks antenna supplied

with butler matrix, comparison with a multi-layer

structure”, The 23rd International Review of

Progress in Applied Computational

Electromagnetics, Verona, Italy, March 19 – 23,

N. Fadlallah, “Contribution à l’optimisation de la

synthèse du lobe de rayonnement pour une antenne

intelligente. Application à la conception de réseaux à

déphasage,” Thèse, limoges 2005.

H. demuth and M. Beale, “Neural network toolbox

for use with Matlab,” Users guide, mathworks, 1997.

R. E. Horn, H. Jacobs, E. Freibergs, and K. L. Klohn,

“Electronic modulated be am steerable silicon

waveguide array antenna,” IEEE Trans. Microwave

Theory Tech, vol. 28, pp. 647–653, June 1980.

Miodrag, Mikavica, Aleksandar, Nesic, “CAD for

linear and planar antenna arrays of various radiating

elements,” Artech House, Inc, 1992.

M. Richterova, “Signal modulation recognizer based

on method of artificial neural networks,” Progress In

Electromagnetics Research Symposium, Hangzhou,

China, Aug. 22-26, 2005.

B. Muller, J. Reinhardt, and M. T. Strckland,

Neural networks an introduction, Springer-verlang,

Berlin Heidlberg, 1995.

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Published

2022-06-17

How to Cite

[1]
R. . Ghayoula, A. . Gharsallah, N. . Fadlallah, and M. . Rammal, “Design, Modelling, and Synthesis of Radiation Pattern of Intelligent Antenna by Artificial Neural Networks”, ACES Journal, vol. 23, no. 4, pp. 336–344, Jun. 2022.

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