The week's pick
Reseach Article
Neurocomputational Approach for Feed-Position Estimation in Circular Micro-strip Antenna
| International Journal of Computer Applications |
| Foundation of Computer Science (FCS), NY, USA |
| Volume 75 - Number 6 |
| Year of Publication: 2013 |
| Authors: Jagtar Singh Sivia, Amarpartap Singh, Tara Singh Kamal |
10.5120/13118-0468
|
Jagtar Singh Sivia, Amarpartap Singh, Tara Singh Kamal . Neurocomputational Approach for Feed-Position Estimation in Circular Micro-strip Antenna. International Journal of Computer Applications. 75, 6 ( August 2013), 33-38. DOI=10.5120/13118-0468
Abstract
This paper presents a neurocomputational model for estimation of feed-position in circular microstrip antenna. The difficulty in computing the feed position in circular micro-strip antenna lies due to the involvement of a large number of physical parameters including their associated optimal values. It is indeed very difficult to formulate an exact numerical solution merely on practical observations based empirical studies. In order to circumvent this problem, an alternative solution is achieved using neurocomputational model. The proposed technique used feed-forward back-propagation artificial neural network (FFBP-ANN) trained with Levenberg-Marquardt algorithm. The results of neural estimation are quite promising.
References
- Gangwar,S. P. ,Gangwar,R. P. S. ,Kanaujia,B. K. and Paras, "Resonant frequency of circular microstrip antenna using artificial neural networks," Journal of radio & space physics, Vol. 37, pp. 204-208, June 2008.
- Balanis,C. A. Antenna Theory, John Wiley & Sons, Inc. , 1997.
- Bahal, I. J. and Bhartia, P. , Microstrip antennas,Artecch House,Dedham,MA,1980.
- Carver,K. R. and Mink, J. W. , "Microstrip antenna technology," IEEE Transactions Antenna and wave propagations, Vol-29, pp 2-24, January1981.
- Thakare,V. V. and Singhal,P. K. , " Estimation of input impedance of microstrip patch antenna using fuzzy neural networks ," International journal of engineering science and technology, Vol. 2 ,pp. 5497-5503,2010.
- Haykin,S. Neural Networks a Comprehensive Foundation, Englewood Cliffs, New Jersey, Macmillan Publishing Company, 1994.
- Cichocki, A. and Unbehauen, R. , "Neural Networks for Optimization and Signal Processing," Chichester, England, J. Wiley & Sons, 1994.
- Narayan,J. L. , Krishna,S. , Reddy,K. , "Design of microstrip antenna using artificial neural networks," IEEE Trans, Vol. 1, pp 332-334, December 2007.
- Singh,A. P. and Singh, J. "On the design of a rectangular microsrip antenna using ANN," Journal of the Institution Of Engineers (India) Vol. 29, pp 20-25, July 2009.
- Naseer-Moghaddasi, M. , Barjeoi,P. D. ,and Nagesh ,A. , "A heuristic artificial neural network for analyzing and synthesizing rectangular microstrip antenna ," IJCSNS, Vol. 7,pp 278-281, December 2007.
- Mishra,R. K. and Patnaik,A. , "Designing rectangular patch antenna using the neurospectral method," IEEE Trans. Antennas Propagation . Vol. 51, pp 1914-1921, August 2003.
- Sagiroglu, S. , Guney,K. and Erler, M. , "Computation of Radiation Efficiency for a Resonant Rectangular Microstrip Patch Antenna Using Back Propagation Multilayered Perceptrons,"Journal of Electerical &Electronics,Vol 3,pp 663-671,December 2003.
- Brinhole ,E. R. , Destro, J. F. Z. , Feritas A. A. C de and Alcantara,N. P. , "Determinations of Resonant Frequencies of Triangular and Rectangular Microstrip Antennas, Using Arti?cial Neural Networks," Progress in Electromagnetic Research Symposium Vol. 5,pp579-582,August 2005.
- Karaboga, D. , Guney,K. , Sagiroglu, S. and Erler,M. , "Neural Computation of Resonant Frequency of Electrically Thin and Thick rectangular Microstrip Antennas," IEE Proceeding Microwaves, Antennas and Propagation, Vol. 146, No. 2, pp155-159, April 1999.
- Pattnaik, S. S,Panda,D. C. and Devi,S. , "Input Impedance of Rectangular Microstrip Patch Antenna Using Artificial Neural Networks," Microwave and Optical Technology Letter, Vol. 32, pp 381-383, 2002
- Sagiroglu,S. and Kalinli,A. , "Determining resonant frequencies of various microstrip antennas within a single neural model trained using parallel tabu search algorithm ," Taylor and Francis, Electromagnetics, Vol. 25,pp 551 – 565, August 2005.
- Long,S. A. and Walton,W. D. , "A dual frequency stacked circular disc antenna," IEEE Trans. Antenna and Propagation. AP, pp. 270-273, 1979.
- Singh,J. , Singh,A. P. and Kamal,T. S. "Design and analysis of circular microstrip patch antenna using ANN," proc. of International Conference on Artificial Intelligence and Pattern Recognition (AIPR-10), Orlando, FL, USA, pp. 214-218, July 12-14, 2010.
- Singh,J. , Singh,A. P. and Kamal,T. S. , " Artificial neural networks for estimation of directivity of circular micristrip patch antennas," International Journal of Engineering Sciences,Vol. 1,pp 159-167,March 2011.
- Devi, S. ,Panda, D. C. and Patnaik,S. S. , "A novel method of using artificial neural networks to calculate input impedance of circular microstrip antenna," Symposium Antennas and Propagation Society International, Vol. 3, pp. 462–465, June 2002.
- Gupta,V. R. and Gupta,N. , "An artificial neural network model for feed position of the micro-strip antenna," Elektronikka Ir Electrotechnika, pp. 87-88, 2005.
- Singh,J. , Singh,A. P. and Kamal,T. S. , "Estimation of feed Position of a Rectangular Microsrip Antenna Using ANN," IE (I) Journal-ET, vol. 91, pp20-25, July 2010.
Index Terms
Keywords