Artificial Neural Network based Design of Modified Shaped Patch Antenna
Автор: Rajvinder Kaur, Ashwani Kumar Narula
Журнал: International Journal of Intelligent Systems and Applications(IJISA) @ijisa
Статья в выпуске: 4 vol.9, 2017 года.
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Artificial neural network based model is estimated for modified shaped circular patch antenna. The Levenberg Marquardt (LM) algorithm is used to train the network, different antenna parameters in the X and Ku band are taken as input and delivers antenna dimensions as output. The dimensions obtained from estimated neural network model closely agrees the simulated results over the X and Ku band for FR4 epoxy substrate with 1.5 mm thickness. The simulation of microstrip patch antenna is carried out using Ansoft HFSS simulation software and the analysis of neural network model results are carried out using MATLAB. Thus, the estimated model can be used to obtain the antenna dimensions for circular patch antenna.
Microstrip Patch Antenna, Artificial Neural Network, Levenberg Marquardt Algorithm, X/Ku band, Estimation
Короткий адрес: https://sciup.org/15010919
IDR: 15010919
Список литературы Artificial Neural Network based Design of Modified Shaped Patch Antenna
- A. Shrilakshmi, N. K. (2011). X Band Printed Microstrip Compact Antenna with Slots in Ground Plane and Patch. IEEE, (pp. 851-855). Trivandrum.
- Amit A. Deshmukh, S. D. (2015). Artificial Neural Network Model for Suspended Rectangular Microstrip Antenna. Elsevier, 49(15), 332-339.
- Amit A. Deshmukh, V. A. (2015). Artificial Neural Network Model for Suspended Equilateral Triangular Microstrip Antennas. 2015 International Conference on Communication, Information & Computing Technology (ICCICT). Mumbai.
- Balani, C. (2005). Antenna, Theory and Analysis. Hoboken: John Wiley & sons, Inc.
- D.Prabhakar, D. P. (2016). Design and Performance Analysis of Microstrip Antenna using different Ground Plane Techniques for WLAN Application. MECS, 48-58.
- Hayat Errifi, A. B. (2015). Radiation Characteristics Enhancement of Microstrip Triangular Patch Antenna using Several Array Structures. MECS, 1-17.
- M.A. Motin, M. H. (2012). Design and Simulation of a Low Cost Three Band Microstrip Patch Antenna for the X-Band,Ku-Band & K-Band. 7th International Conference on Electrical and Computer Engineering. Dhaka, Bangladesh.
- Rezaei, M. M. (2014). Very Compact Palmate Leaf- Shaped CPW-Fed Monopole Antenna For UWB Applications. Micowave and Optical Technology Letters, 56(7), 1612-1616.
- S.K. Jain, S. A. (2009). Analysis of coaxial fed- Dual Patch Multilayer X/Ku Band Antenna Using Artificial Neural Network. World Congress on Natural & Biologically Inspired Computing, 1, pp. 1111-1114. Coimbatore.
- Sheikh Dobir Hossain. (2016). A Rectangular Microstrip Patch Antenna for Wireless Communication Operates in Dual Band. MECS, 35- 44.
- Taimoor Khan, A. D. (2015, april 14). Modeling of Microstrip Antennas Using Neural Networks Techniques: A Review. Wiley Periodicals, pp. 1-11.
- Umut Ozkayaa, L. S. (2015). Dimension Optimization of Microstrip Patch Antenna in X/Ku Band via Artificial Neural Network. Elsevier, 2520-2526.
- Nitika Mittal, R. K. (2016). Performance Improvement of U-Slot Microstrip Patch Antenna for RF Portable Devices using Electromagnetic Band Gap and Defected Ground Structure. MECS, 20-28.
- Ali Akdagli, Ahmet Kayabasi (2016, september 23). An Accurate Computation Method based on Artificial Neural Networks with different Learning Algorithms for Resonant frequency of annular ring microstrip antennas. Springer.
- Zhongbao Wang (2012, December 12). An ANN- Based Synthesis Model for the Single-Feed Circularly- Polarized Square Microstrip Antenna with Truncated Corners. IEEE, 60(12).
- Deepak, Dr. Jaswinder Kaur (2016,4). Dual Band High Directivity Microstrip Patch Antenna Rotated- Stepped-Impedance Array Loaded with CSRRs for WLAN Applications. MECS, 1-11.