Comparison of Neural Networks for Resonant Frequency Computation of Electrically Thin and Thick Rectangular Microstrip Antennas

References

• Bahl , I. J. and Bhartia , P. 1980 . Microstrip Antennas , Dedham , MA : Artech House .
   Google Scholar
• James , J. R. , Hall , P. S. and Wood , C. 1981 . Microstrip Antennas- Theory and Design , London : Peter Peregrinus Ltd .
   Google Scholar
• Dubost , G. 1981 . Flat Radiating Dipoles and Applications to Arrays , Research Studies Press .
   Google Scholar
• Mosig , J. R. and Gardiol , F. E. 1982 . “ A dynamic radiation model for microstrip structures ” . In Advances in Electronics and Electron Physics , Vol. 59 , 139 – 227 . New York : Academic Press .
   Google Scholar
• Munson , R. E. 1983 . “ Microstrip antennas ” . In Antenna Engineering Handbook , Edited by: Johnson , R. C. New York : McGraw-Hill .
   Google Scholar
• Pozar , D. M. 1985 . Antenna Design Using Personal Computers , 121 – 126 . Dedham , MA : Artech House .
   Google Scholar
• Gupta , K. C. and Benalla , A. , eds. 1988 . Microstrip Antenna Design , Canton , MA : Artech House .
   Google Scholar
• Richards , W. F. 1988 . “ Microstrip antennas ” . In Antenna Handbook , Edited by: Lo , Y. T. and Lee , S. W. New York : Van Nostrand Reinhold .
   Google Scholar
• James , J. R. and Hall , P. S. 1989 . Handbook of Microstrip Antennas, IEE Electromagnetic Wave Series , Vol. 1 and 2 , London : Peter Peregrinus Ltd . No. 28
   Google Scholar
• Lo , Y. T. , Wright , S. M. and Davidovitz , M. 1989 . “ Microstrip antennas ” . In Handbook of Microwave and Optical Components , Edited by: Chang , K. Vol. 1 , 764 – 889 . New York : John Wiley and Sons .
   Google Scholar
• Lee , K. F. and Dahele , J. S. 1989 . “ Characteristics of microstrip patch antenna and some methods of improving frequency agility and bandwidth ” . In Handbook of Microstrip Antennas , IEE Electromagnetic Wave Series Edited by: James , J. R. and Hall , P. S. Vol. 1 , London : Peter Peregrinus Ltd . No. 28, Chapter 3
   Google Scholar
• Bhartia , P. , Rao , K. V. S. and Tomar , R. S. , eds. 1991 . Millimeter- Wave Microstrip and Printed Circuit Antennas , Canton , MA : Artech House .
   Google Scholar
• Hirasawa , K. and Haneishi , M. 1992 . Analysis, Design, and Measurement of Small and Low-Profile Antennas , Canton , MA : Artech House .
   Google Scholar
• Pozar , D. M. and Schaubert , D. H. , eds. 1995 . Microstrip Antenrcas- The Analysis and Design of Microstrip Antercnas and Arrays , New York : IEEE Press .
   Google Scholar
• Zurcher , J. F. and Gardiol , F. E. 1995 . Broadband Patch Antennas , Norwood , MA : Artech House .
   Google Scholar
• Lee , K. F. and Chen , W. 1997 . Advances in Microstrip and Printed Antennas , John Wiley and Sons .
   Google Scholar
• Wolff , I. and Knoppik , N. 1974 . Rectangular and circular microstrip disc capacitors and resonators . IEEE Trans. on Microwave Theory Tech. , MTT-22 : 857 – 864 .
   Google Scholar
• Munson , R. E. 1974 . Conformal microstrip antennas and microstrip phased arrays . IEEE Trans. on Antennas Propag. , AP-22 January : 74 – 78 .
   Web of Science ®Google Scholar
• Howell , J. Q. January 1975 . Microstrip antennas , Vol. AP-23 , January , 90 – 93 . IEEE Trans. on Antennas Propag .
   Google Scholar
• Hammerstad , E. O. September 1975 . “ Equations for microstrip circuits design ” . In Proc. Fifth European Microwave Conf September , 268 – 272 . Hamburg
   Google Scholar
• Derneryd , A. G. 1976 . Linearly polarised microstrip antennas . IEEE Trans. on Antennas Propag. , AP-23 November : 846 – 851 .
   Google Scholar
• Lo , Y. T. , Solomon , D. and Richards , W. F. 1979 . Theory and experiment of microstrip antennas . IEEE Trans. on Antennas Propag. , AP-27 March : 137 – 145 .
   Web of Science ®Google Scholar
• Carver , K. R. October 1979 . “ Practical analytical techniques for the microstrip antenna ” . In Proc. Workshop on Printed Circuit Antenna Technology , October , 7.1 – 7.20 . Las Cruces : New Mexico State University .
   Google Scholar
• Bahl , I. J. 1979 . Build microstrip antennas with paper-thin dimensions . Microwaves , October : 50 – 63 .
   Google Scholar
• Carver , K. R. and Mink , J. W. 1981 . Microstrip antenna technology . IEEE Trans. on Antennas Propag. , AP-29 : 2 – 24 .
   Web of Science ®Google Scholar
• Itoh , T. and Menzel , W. 1981 . A full-wave analysis method for open microstrip structures . IEEE Trans. on Antennas Propag. , AP-29 : 63 – 68 .
   Web of Science ®Google Scholar
• Richards , W. F. , Lo , Y. T. and Harrison , D. D. 1981 . An improved theory for microstrip antennas and applications . IEEE Trans. on Antennas Propag. , AP-29 : 38 – 46 .
   Web of Science ®Google Scholar
• Newman , E. H. and Tulyathan , P. 1981 . Analysis of microstrip using moment methods . IEEE Trans. on Antennas Propag. , AP- 29 : 47 – 53 .
   Web of Science ®Google Scholar
• Bailey , M. C. and Deshpande , M. D. 1982 . Integral equation formulation of microstrip antennas . IEEE Trans. on Antennas Propag. , AP-30 : 651 – 656 .
   Web of Science ®Google Scholar
• Sengupta , D. L. 1983 . Approximate expression for the resonant frequency of a rectangular patch antenna . Electronics Letters , 19 : 834 – 835 .
   Web of Science ®Google Scholar
• Pozar , D. M. 1983 . Considerations for millimeter wave printed antennas . IEEE Trans. on Antennas Prepay , AP-31 : 740 – 747 .
   Web of Science ®Google Scholar
• Mosig , J. R. and Gardiol , F. E. 1985 . General integral equation formulation for microstrip antennas and scatterers . IEE Proc. Microw. Antennas Propag. , 32 ( No. 7 ) : 424 – 432 .
   Google Scholar
• Chang , E. , Long , S. A. and Richards , W. F. 1986 . An experimental investigation of electrically thick rectangular microstrip antennas . IEEE Trans. on Antennas Prepay , AP-34 : 767 – 772 .
   Web of Science ®Google Scholar
• Garg , R. and Long , S. A. 1987 . Resonant frequency of electrically thick rectangular microstrip antennas . Electronics Letters , 23 : 1149 – 1151 .
   Web of Science ®Google Scholar
• Chew , W. C. and Liu , Q. 1988 . Resonance frequency of a rectangular microstrip patch . IEEE Trans. on Antennas Prepay , AP-36 : 1045 – 1056 .
   Web of Science ®Google Scholar
• Martin , N. M. 1988 . Improved cavity model parameters for calculation of resonant frequency of rectangular microstrip antenna . Electronics Letters , 23 : 680 – 681 .
   Google Scholar
• Dearnley , R. W. and Barel , A. R. F. 1989 . A comparison of models to determine the resonant frequencies of a rectangular microstrip antenna . IEEE Trans. on Antennas Propag. , AP-37 : 114 – 118 .
   Web of Science ®Google Scholar
• Damiano , J. P. and Papiernik , A. 1993 . A simple and accurate model for the resonant frequency and the input impedance of printed antennas . Int. J. Microwave Millimeter-Wave Computer-Aided Eng. , 3 : 350 – 361 .
   Google Scholar
• Verma , A. K. and Rostamy , Z. 1993 . Resonant frequency of uncovered and covered rectangular microstrip patch using modified wolff model . IEEE Trans. on Microwave Theory Tech. , MTT-41 : 109 – 116 .
   Web of Science ®Google Scholar
• Lee , I. and Vorst , A. V. 1994 . Resonant-frequency calculation for electrically thick rectangular microstrip patch antennas using a dielectric-loaded inhomogeneous cavity model . Microwave and Optical Technology Letters , 7 : 704 – 708 .
   Web of Science ®Google Scholar
• Guney , K. 1993 . A new edge extension expression for the resonant frequency of electrically thick rectangular microstrip antennas . Int. Journal of Electronics , 75 : 767 – 770 .
   Web of Science ®Google Scholar
• Guney , K. 1994 . Resonant frequency of a tunable rectangular microstrip patch antenna . Microwave and Optical Technology Letters , 7 : 581 – 585 .
   Web of Science ®Google Scholar
• Kara , M. 1996 . The resonant frequency of rectangular microstrip antenna elements with various substrate thicknesses . Microwave and Optical Technology Letters , 11 : 55 – 59 .
   Web of Science ®Google Scholar
• Kara , M. 1996 . Closed-form expressions for the resonant frequency of rectangular microstrip antenna elements with thick substrates . Microwave and Optical Technology Letters , 12 : 131 – 136 .
   Web of Science ®Google Scholar
• Mythili , P. and Das , A. 1998 . Simple approach to determine resonant frequencies of microstrip antennas . IEE Proc. Microw. Antennas Propag. , 145 ( No. 2 ) April : 159 – 162 .
   Google Scholar
• Ray , K. P. and Kumar , G. 1999 . Determination of the resonant frequency of microstrip antennas . Microwave and Optical Technology Letters , 23 October : 114 – 117 .
   Web of Science ®Google Scholar
• Karaboga , D. , Guney , K. , Sagiroglu , S. and Erler , M. 1999 . Neural computation of resonant frequency of electrically thin and thick rectangular microstrip antennas . IEE Proc. Microw. Antennas Propag. , 146 ( No. 2 ) April : 155 – 159 .
   Google Scholar
• Maren , A. , Harston , C. and Pap , R. 1990 . Handbook of Neural Computing Applications , London : Academic Press .
   Google Scholar
• Haykin , S. 1994 . Neural Networks: A Comprehensive Foundation , New York : Macmillan College Publishing Company .
   Google Scholar
• 1996 . “ Neural Computing ” . In A Technology Handbook for Professional II/PLUS and Neural Works Explorer , Pittsburgh : NeuralWare, Inc., Technical Publications Group .
   Google Scholar
• Fahlman , S. E. 1988 . “ Fast learning variations on back propagation: an empirical study ” . In Proc. of the 1988 Connectionist Models Summer School , Edited by: Touretzky , D. S. , Hinton , G. E. and Sejnowski , T. J. 38 – 51 . San Mateo , CA : Morgan Kaufmann .
   Google Scholar
• Jacobs , R. A. 1988 . Increased rate of convergence through learning rate adaptation . Neural Networks , 1 : 295 – 307 .
   Web of Science ®Google Scholar
• Minai , A. A. and Williams , R. D. 1990 . Acceleration of backpropagation through learning rate and momentum adaptation . Int. Joint Conf. on Neural Networks , 1 January : 676 – 679 .
   Google Scholar
• Burrascano , P. , Fiori , S. and Mongiardo , M. 1999 . A review of artificial neural networks applications in microwave computeraided design . Int. J. of RF and Microwave Computer-Aided Engineering , 9 : 158 – 174 .
   Web of Science ®Google Scholar
• Pham , D. T. and Sagiroglu , S. 1996 . Three methods of training multilayer perceptrons to model a robot sensor . Robotica , 13 : 531 – 538 .
   Web of Science ®Google Scholar
• Pham , D. T. and Sagiroglu , S. 1996 . Synergistic neural models of a robot sensor for part orientation detection . IMechE, Proc. Instn. Mech. Engrs. , 210 : 69 – 76 .
   Web of Science ®Google Scholar
• Sagiroglu , S. and Guney , K. 1997 . Calculation of resonant frequency for an equilateral triangular microstrip antenna using artificial neural networks . Microwave and Optical Technology Letters , 14 ( No. 2 ) : 89 – 93 .
   Web of Science ®Google Scholar
• Sagiroglu , S. , Guney , K. and Erler , M. Oct. 1998 . “ Neural computation of mutual coupling coefficient of electrically thin and thick rectangular microstrip antennas ” . In Proc. of International Conference on Neural Network and Brain (NN&B'98) Oct. , 223 – 226 . Beijing , , China 27–30
   Google Scholar
• Sagiroglu , S. , Guney , K. and Erler , M. 1998 . Resonant frequency calculation for circular microstrip antennas using artificial neural networks . Int. J. of RF Microwave and Millimeter-Wave Computer-Aided Engineering , 8 : 270 – 277 .
   Web of Science ®Google Scholar
• Guney , K. , Erler , M. and Sagiroglu , S. July 1998 . “ Neural computation of mutual coupling coefficient between two rectangular microstrip antennas with various substrate thicknesses ” . In Proc. of PIERS'98 July , 57 Nantes , , France 13–17
   Google Scholar
• Sagiroglu , S. , Guney , K. and Erler , M. 1999 . Calculation of bandwidth for electrically thin and thick rectangular microstrip antennas with the use of multilayered perceptrons . Int. J. of RF and Microwave Computer-Aided Engineering , 9 : 277 – 286 .
   Web of Science ®Google Scholar
• Guney , K. , Erler , M. and Sagiroglu , S. 2000 . Artificial neural networks for the resonant resistance calculation of electrically thin and thick rectangular microstrip antennas . Electromagnetics , 20 ( No. 5 ) : 387 – 400 .
   Web of Science ®Google Scholar
• Rumelhart , D. E. and McClelland , J. L. 1986 . Parallel Distributed Processing , Vol. 1 , Cambridge : The MIT Press .
   Google Scholar
• Broomhead , D. S. and Lowe , D. 1988 . Multivariable functional interpolation and adaptive networks . Complex systems , 2 : 321 – 355 .
   Google Scholar
• Moody , J. and Darken , C. 1989 . Fast-learning in networks of locallytuned processing units . Neural Computation , 1 : 281 – 294 .
   Web of Science ®Google Scholar
• Chen , S. , Cowan , C. F. N. and Grant , P. M. 1991 . Orthogonal least squares learning algorithm for radial basis function networks . IEEE Transactions on Neural Networks , 4 : 302 – 309 .
   Google Scholar
• Pham , D. T. and Sagiroglu , S. 2000 . Neural network classification for defects in veneer boards . Proc. IMechE, Part E, Journal of Process Mechanical Engineering , 214 : 255 – 258 . Part B
   Web of Science ®Google Scholar
• Holland , J. H. 1975 . Adaptation in Natural and Artificial Systems , Ann Arbor , MI : The University of Michigan Press .
   Google Scholar
• Davis , L. 1991 . Handbook of Genetic Algorithms , NY : Van Nostrand Reinhold .
   Google Scholar
• Matyas , J. 1965 . Random Optimization, Automation and Remote Control , 26 : 246 – 253 .
   Web of Science ®Google Scholar
• Schneider , M. V. 1969 . Microstrip lines for microwave integrated circuits . Bell. Syst Tech J. , 48 : 1421 – 1444 .
   Google Scholar