Estimation of Resonant Frequency of a Circular Microstrip Antenna Using Artificial Neural Network

In recent years the art of using artificial neural networks for wireless communication engineers has been gaining momentum. In this paper a general procedure is suggested for estimating the resonant frequency of circular microstrip patch antenna using artificial neural networks. The method of moments (MOM) based IE3D software was used to generate data dictionary for training and validation set of ANN. The proposed technique uses multilayer feed-forward back-propagation artificial neural network with one hidden layers for estimating the resonant frequency of a circular microstrip antenna. A relative performance of the different training algorithms is carried out for estimating the resonant frequency with particular attention paid to the speed of computation and accuracy achieved. This type of performance comparison has not been attempted so far.

[1]  Kerim Guney,et al.  COMPUTATION OF RADIATION EFFICIENCY FOR A RESONANT RECTANGULAR MICROSTRIP PATCH ANTENNA USING BACKPROPAGATION MULTILAYERED PERCEPTRONS , 2003 .

[2]  Qi-Jun Zhang,et al.  Neural Networks for RF and Microwave Design , 2000 .

[3]  Simon Haykin,et al.  Neural Networks: A Comprehensive Foundation , 1998 .

[4]  J.C. Lyke,et al.  Applications of neural networks in wireless communications , 2004, IEEE Antennas and Propagation Magazine.

[5]  Som Pal Gangwar,et al.  Resonant frequency of circular microstrip antenna using artificial neural networks , 2008 .

[6]  Shyam S. Pattnaik,et al.  Input impedance of rectangular microstrip patch antenna using artificial neural networks , 2002 .

[7]  G. Fontgalland,et al.  Design of frequency selective surfaces using a novel MoM-ANN-GA technique , 2007, 2007 SBMO/IEEE MTT-S International Microwave and Optoelectronics Conference.

[8]  C. Balanis Antenna theory , 1982 .

[9]  S. Long,et al.  A dual-frequency stacked circular-disc antenna , 1978 .

[10]  Tulay Yildirim,et al.  Artificial Neural Design of Microstrip Antennas , 2006 .

[11]  S. Devi,et al.  A novel method of using artificial neural networks to calculate input impedance of circular microstrip antenna , 2002, IEEE Antennas and Propagation Society International Symposium (IEEE Cat. No.02CH37313).

[12]  N. P. de Alcantara,et al.  Determination of resonant frequencies of triangular and rectangular microstrip antennas, using artificial neural networks , 2005 .

[13]  Andrzej Cichocki,et al.  Neural networks for optimization and signal processing , 1993 .