An ANN-Based Synthesis Model for the Single-Feed Circularly-Polarized Square Microstrip Antenna With Truncated Corners

An artificial neural network-based synthesis model is proposed for the design of single-feed circularly-polarized square microstrip antenna (CPSMA) with truncated corners. To obtain the training data sets, the resonant frequency and Q-factor of square microstrip antennas are calculated by empirical formulae. Then the size of the truncated corners and the operation frequency with the best axial ratio are obtained. Using the Levenberg-Marquardt (LM) algorithm, a three hidden layered network is trained to achieve an accurate synthesis model. At last, the model is validated by comparing its results with the electromagnetic simulation and measurement. It is extremely useful to antenna engineers for directly obtaining patch physical dimensions of the single-feed CPSMA with truncated corners.

[1]  Rabindra K. Mishra,et al.  Neural network-based CAD model for the design of square-patch antennas , 1998 .

[2]  Zhongbao Wang,et al.  An Inmarsat BGAN Terminal Patch Antenna Array With Unequal Input Impedance Elements and Conductor-Backed ACPW Series-Feed Network , 2012, IEEE Transactions on Antennas and Propagation.

[3]  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.

[4]  M. V. Schneider,et al.  Microstrip lines for microwave integrated circuits , 1969 .

[5]  Chang-Fa Yang,et al.  Dual circular polarisation microstrip array antenna for WLAN/WiMAX applications , 2010 .

[6]  Rabindra K. Mishra,et al.  Design of Circular Microstrip Antenna using Neural Networks , 1998 .

[7]  Jeen-Sheen Row,et al.  Design of Single-Feed Dual-Frequency Patch Antenna for GPS and WLAN Applications , 2011, IEEE Transactions on Antennas and Propagation.

[8]  Hao Ling,et al.  Application of Artificial Neural Networks to Broadband Antenna Design Based on a Parametric Frequency Model , 2007, IEEE Transactions on Antennas and Propagation.

[9]  Erik O. Hammerstad,et al.  Equations for Microstrip Circuit Design , 1975, 1975 5th European Microwave Conference.

[10]  Xianming Qing,et al.  Asymmetric-Circular Shaped Slotted Microstrip Antennas for Circular Polarization and RFID Applications , 2010, IEEE Transactions on Antennas and Propagation.

[11]  M. Kara The resonant frequency of rectangular microstrip antenna elements with various substrate thicknesses , 1996 .

[12]  Mohammad Bagher Menhaj,et al.  Training feedforward networks with the Marquardt algorithm , 1994, IEEE Trans. Neural Networks.

[13]  Misao Haneishi,et al.  A design method of circularly polarized rectangular microstrip antenna by one‐point feed , 1981 .

[14]  ThakareVandana Vikas,et al.  Microstrip antenna design using artificial neural networks , 2010 .

[15]  Zhongbao Wang,et al.  Dual-Band Probe-Fed Stacked Patch Antenna for GNSS Applications , 2009, IEEE Antennas and Wireless Propagation Letters.

[16]  K. Guney,et al.  A Hybrid Method Based on Combining Artificial Neural Network and Fuzzy Inference System for Simultaneous Computation of Resonant Frequencies of Rectangular, Circular, and Triangular Microstrip Antennas , 2009, IEEE Transactions on Antennas and Propagation.

[17]  Elif Derya Übeyli,et al.  Multilayer perceptron neural networks to compute quasistatic parameters of asymmetric coplanar waveguides , 2004, Neurocomputing.

[18]  Pramod Kumar Singhal,et al.  Microstrip antenna design using artificial neural networks , 2010 .

[19]  K. Gupta,et al.  Analysis and optimized design of single feed circularly polarized microstrip antennas , 1983 .

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

[21]  J. R. James,et al.  Microstrip Antenna Theory and Design , 1981 .