Design and Analysis of Microstrip Patch Antennas Using Artificial Neural Network

The microstrip patch antenna can also be designed using an artificial neural network (ANN) modeling technique where size of the antenna is major limitation especially in mobile and wireless applications. In this chapter, analysis and synthesis problems for designing of microstrip patch antennas were discussed using the artificial neural network technique. An analysis problem refers to calculation of resonant frequency of microstrip patch antenna whereas a synthesis problem refers to calculation of dimensions of patch antenna. Both problems are reciprocal of each other. Results are implemented using graphical user interface (GUI) tools of MATLAB programming language. Backpropagation training algorithm of artificial neural network is used to train the network for minimization of error and computation time. Therefore, the geometric dimensions of patch are obtained with high accuracy in less computation time as compared to simulation software.

[1]  Nagendra Prasad Yadav,et al.  Broadband rectangular microstrip antenna loaded with a pair of U-shaped slot , 2010, 2010 International Conference on Power, Control and Embedded Systems.

[2]  S. Toutain,et al.  Patch antenna size reduction by means of inductive slots , 2001 .

[3]  Rabindra K. Mishra,et al.  Designing rectangular patch antenna using the neurospectral method , 2003 .

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

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

[6]  Kin-Lu Wong,et al.  A novel dual‐band printed inverted‐F antenna , 2001 .

[7]  Kin-Lu Wong,et al.  A compact meandered circular microstrip antenna with a shorting pin , 1997 .

[8]  Norsuzila Ya'acob,et al.  E-shape microstrip patch antenna for wideband applications , 2011, 2011 IEEE International RF & Microwave Conference.

[9]  Ruchi Varma,et al.  Design of slot loaded proximity coupled microstrip antennas using knowledge based neural networks , 2016, 2016 3rd International Conference on Recent Advances in Information Technology (RAIT).

[10]  Zhongbao Wang,et al.  Single-Fed Broadband Circularly Polarized Stacked Patch Antenna With Horizontally Meandered Strip for Universal UHF RFID Applications , 2011, IEEE Transactions on Microwave Theory and Techniques.

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

[12]  P. Bhartia,et al.  Design Considerations in Microstrip Antenna Fabrication , 1980, 1980 10th European Microwave Conference.

[13]  C. Wood Improved bandwidth of microstrip antennas using parasitic elements , 1980 .

[14]  Dinesh Yadav L- Slotted Rectangular Microstrip Patch Antenna , 2011, 2011 International Conference on Communication Systems and Network Technologies.

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

[16]  Deepak Bhatnagar,et al.  Design of broadband circular patch microstrip antenna with diamond shape slot , 2011 .

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

[18]  Carles Puente,et al.  Small and high‐directivity bow‐tie patch antenna based on the Sierpinski fractal , 2001 .

[19]  Raj Mittra,et al.  COMPACT MICROSTRIP PATCH ANTENNA , 1996 .