ADAPTIVE NEURO-FUZZY INFERENCE SYSTEM FOR THE INPUT RESISTANCE COMPUTATION OF RECTANGULAR MICROSTRIP ANTENNAS WITH THIN AND THICK SUBSTRATES

A new method for calculating the input resistance of electrically thin and thick rectangular microstrip patch antennas, based on the adaptive neuro-fuzzy inference system (ANFIS), is presented. The ANFIS has the advantages of expert knowledge of fuzzy inference system and learning capability of neural networks. A hybrid learning algorithm, which combines the least square method and the backpropagation algorithm, is used to identify the parameters of ANFIS. The input resistance results obtained by using the new method are in very good agreement with the experimental results available in the literature.

[1]  Kai Fong Lee,et al.  Advances in microstrip and printed antennas , 1997 .

[2]  Juan R. Mosig,et al.  THE ANALYSIS OF COAXIALLY FED MICROSTRIP ANTENNAS WITH ELECTRICALLY THICK SUBSTRATES , 1989 .

[3]  David M. Pozar,et al.  Considerations for millimeter wave printed antennas , 1983 .

[4]  C. S. George Lee,et al.  Neural fuzzy systems: a neuro-fuzzy synergism to intelligent systems , 1996 .

[5]  Kerim Guney,et al.  Computation of the resonant frequency of electrically thin and thick rectangular microstrip antennas with the use of fuzzy inference systems , 2000 .

[6]  James L. McClelland,et al.  Parallel distributed processing: explorations in the microstructure of cognition, vol. 1: foundations , 1986 .

[7]  J. Mosig,et al.  Analysis of stacked microstrip patches with a mixed potential integral equation , 1990 .

[8]  Jean-Pierre Damiano,et al.  A simple and accurate model for the resonant frequency and the input impedance of printed antennas , 1993 .

[9]  Y. Lo,et al.  An Improved Theory for Microstrip Antennas and Applications. Part I. , 1979 .

[10]  R. Munson Conformal microstrip antennas and microstrip phased arrays , 1974 .

[11]  Robert A. Jacobs,et al.  Increased rates of convergence through learning rate adaptation , 1987, Neural Networks.

[12]  Juan R. Mosig,et al.  A Dynamical Radiation Model for Microstrip Structures , 1982 .

[13]  Nikola K. Kasabov,et al.  HyFIS: adaptive neuro-fuzzy inference systems and their application to nonlinear dynamical systems , 1999, Neural Networks.

[14]  Nicolaos G. Alexopoulos,et al.  Simple approximate formulas for input resistance, bandwidth, and efficiency of a resonant rectangular patch , 1991 .

[15]  Robert A. Sainati,et al.  CAD of microstrip antennas for wireless applications , 1996 .

[16]  P. Tulyathan,et al.  Analysis of microstrip antennas using moment methods , 1981 .

[17]  Dipak L. Sengupta,et al.  Transmission Line Model Analysis of Rectangular Patch Antennas , 1984 .

[18]  J. P. Daniel,et al.  Simple expression of rectangular patch's resistance at resonance , 1990 .

[19]  K. Carver,et al.  Microstrip antenna technology , 1981 .

[20]  E. H. Newman,et al.  Mutual Impedance Computation Between Microstrip Antennas , 1983 .

[21]  Seref Sagiroglu,et al.  Neural computation of resonant frequency of electrically thin and thick rectangular microstrip antennas , 1999 .

[22]  E. Lier,et al.  Improved formulas for input impedance of coax-fed microstrip patch antennas , 1982 .

[23]  Kerim Guney Radiation quality factor and resonant resistance of rectangular microstrip antennas , 1994 .

[24]  Kerim Guney,et al.  Resonant frequency calculation for circular microstrip antennas using artificial neural networks , 1998 .

[25]  P. Perlmutter,et al.  Electric surface current model for the analysis of microstrip antennas with application to rectangular elements , 1985 .

[26]  D. Pozar Input impedance and mutual coupling of rectangular microstrip antennas , 1982 .

[27]  Seref Sagiroglu,et al.  Neural Models for the Resonant Frequency of Electrically Thin and Thick Circular Microstrip Antennas and the Characteristic Parameters of Asymmetric Coplanar Waveguides Backed with a Conductor , 2002 .

[28]  K. Güney,et al.  Comparison of Neural Networks for Resonant Frequency Computation of Electrically Thin and Thick Rectangular Microstrip Antennas , 2001 .

[29]  D. Schaubert,et al.  Effect of microstrip antenna substrate thickness and permittivity: comparison of theories with experiment , 1989 .

[30]  Jyh-Shing Roger Jang,et al.  ANFIS: adaptive-network-based fuzzy inference system , 1993, IEEE Trans. Syst. Man Cybern..

[31]  A. Papiernik,et al.  Simple model for the input impedance of coax-fed rectangular microstrip patch antenna for CAD , 1988 .

[32]  N. G. Alexopoulos,et al.  An efficient numerical approach for modeling microstrip-type antennas , 1990 .

[33]  Kerim Guney Closed-form expression for radiation resistance of a resonant rectangular microstrip patch antenna , 1995 .

[34]  Anders Derneryd,et al.  Extended analysis of rectangular microstrip resonator antennas , 1979 .

[35]  S. Fahlman Fast-learning variations on back propagation: an empirical study. , 1989 .

[36]  Seref Sagiroglu,et al.  Calculation of resonant frequency for an equilateral triangular microstrip antenna with the use of artificial neural networks , 1997 .

[37]  Mehmet Erler,et al.  Calculation of bandwidth for electrically thin and thick rectangular microstrip antennas with the use of multilayered perceptrons , 1999 .

[38]  Mehmet Kara,et al.  An efficient technique for the computation of the input resistance of rectangular microstrip antenna elements with thick substrates , 1996 .

[39]  David M. Pozar,et al.  A rigorous analysis of a microstrip line fed patch antenna , 1986, 1986 Antennas and Propagation Society International Symposium.

[40]  Ahmet Kaplan,et al.  Fuzzy associative memories for the computation of the bandwidth of rectangular microstrip antennas with thin and thick substrates , 2001 .

[41]  Mehmet Kara,et al.  The calculation of the input resistance of rectangular microstrip antenna elements with various substrate thicknesses , 1996 .

[42]  M. Deshpande,et al.  Input impedance of microstrip antennas , 1982 .

[43]  James Aberle,et al.  Analysis of infinite arrays of probe-fed rectangular microstrip patches using a rigorous feed model , 1989 .

[44]  D. Pozar,et al.  A rigorous analysis of a microstripline fed patch antenna , 1987 .

[45]  Seref Sagiroglu,et al.  Artificial Neural Networks for the Resonant Resistance Calculation of Electrically Thin and Thick Rectangular Microstrip Antennas , 2000 .

[46]  Kerim Guney,et al.  Artificial neural networks for calculating the input resistance of circular microstrip antennas , 2003 .

[47]  Y. Lo,et al.  Theory and experiment on microstrip antennas , 1979 .

[48]  P. B. Katehi A generalized method for the evaluation of mutual coupling in microstrip arrays , 1986 .

[49]  J. Citerne,et al.  Research on planar antennas and arrays: 'structures Rayonnantes' , 1993, IEEE Antennas and Propagation Magazine.

[50]  Stuart A. Long,et al.  An experimental investigation of electrically thick rectangular microstrip antennas , 1986 .

[51]  Seref Sagiroglu,et al.  Generalized neural method to determine resonant frequencies of various microstrip antennas , 2002 .