ENHANCING MICROSTRIP PATCH ANTENNA PERFORMANCE THROUGH GENETIC ALGORITHM AND ANFIS OPTIMIZATION

Authors

  • RANA RAAD SHAKER Communication Engineering Department, Ninevah University, Mosul, Iraq.
  • NOOR RAAD SAADALLAH Computer and Information Engineering Department, Ninevah University, Mosul, Iraq.
  • SALAH ABDULGHANI ALABADY Computer Engineering Department, University of Mosul, Mosul, Iraq.

DOI:

https://doi.org/10.55197/qjoest.v6i3.237

Keywords:

microstrip patch antenna, optimization, GA, ANFIS, performance, return loss

Abstract

Microstrip patch antennas play an important role in modern wireless communication systems due to their small size, compactness, lightweight, and easy integration into electronic circuits. These types of antennas are widely used in various applications, such as mobile phones, Wi-Fi routers, satellite communications internal systems and radar systems. This paper provides a detailed research study on the improvement and optimization of the measurement of the Aperture Coupled Microstrip Patch Antenna (ACMPA) utilizing a Genetic Algorithm (GA) as well as an Adaptive Neuro-Fuzzy Inference System (ANFIS). The goal is to enhance the total efficiency of the antenna by achieving far better return loss and high directivity coupled with a reduced Voltage Standing Wave Ratio (VSWR). The recommended method includes the usage of GA within the CST software application together with ANFIS within the MATLAB software application to enhance the ACMPA measurements for the procedure at 7.5 GHz. The outcomes show the performance of the recommended antenna measurements in contrast with substitute information in the CST program, verifying the precision as well as the effectiveness of the optimization procedure. This research study offers beneficial insights into the application of innovative optimization methods for the style coupled with the improvement of microstrip patch antennas in contemporary cordless interaction systems.

References

[1] Akdagli, A., Toktas, A., Bicer, M.B., Kayabasi, A., Ustun, D., Kurt, K. (2014): ANFIS model for determining resonant frequency of rectangular ring compact microstrip antennas. – International Journal of Applied Electromagnetics and Mechanics 46(3): 483-490.

[2] Balanis, C.A. (2016): Antenna theory: analysis and design. – John Wiley & Sons 1104p.

[3] Bashir, U., Jha, K.R., Mishra, G., Singh, G., Sharma, S.K. (2017): Octahedron-shaped linearly polarized antenna for multistandard services including RFID and IoT. – IEEE Transactions on Antennas and Propagation 65(7): 3364-3373.

[4] El Alami, A., Bennani, S.D. (2015): Study, design and optimization of a new structure of patch antenna linear array for RFID applications. – WSEAS Transactions on Communications 14: 26-32.

[5] Errifi, H., Baghdad, A., Badri, A. (2014): Design and optimization of aperture coupled microstrip patch antenna using genetic algorithm. – International Journal of Innovative Research in Science, Engineering and Technology 3(5): 2319-8753.

[6] Kumar, G., Ray, K.P. (2003): Broadband microstrip antennas. – Artech House 424p.

[7] Mishra, B., Verma, R.K., Singh, R.K. (2022): A review on microstrip patch antenna parameters of different geometry and bandwidth enhancement techniques. – International Journal of Microwave and Wireless Technologies 14(5): 652-673.

[8] Mishra, R.G., Mishra, R., Kuchhal, P., Kumari, N.P. (2018): Analysis of the microstrip patch antenna designed using genetic algorithm based optimization for wide-band applications. – International Journal of Pure and Applied Mathematics 118(11): 841-849.

[9] Mlakić, D., Nikolovski, S. (2016): ANFIS as a method for determinating MPPT in the photovoltaic system simulated in MATLAB/Simulink. – In 2016 39th International Convention on Information and Communication Technology, Electronics and Microelectronics (MIPRO), IEEE 5p.

[10] Ozkaya, U., Seyfi, L. (2015): Dimension optimization of microstrip patch antenna in X/Ku band via artificial neural network. – Procedia-Social and Behavioral Sciences 195: 2520-2526.

[11] Saraereh, O.A., Al Saraira, A.A., Alsafasfeh, Q.H., Arfoa, A. (2016): Bio-inspired algorithms applied on microstrip patch antennas: A review. – International Journal on Communications Antenna and Propagation 6: 336-347.

[12] Sharma, M., Sharma, B., Gupta, A.K., Singla, B.S. (2020): Design of 7 GHz microstrip patch antenna for satellite IoT-and IoE-based devices. – In The International Conference on Recent Innovations in Computing, Singapore: Springer Singapore 10p.

[13] Sharma, V. (2020): Microstrip antenna-inception, progress and current-state of the art review. – Recent Advances in Electrical & Electronic Engineering (Formerly Recent Patents on Electrical & Electronic Engineering) 13(6): 769-794.

[14] Singh, A., Mehra, R.M., Pandey, V.K. (2020): Design and optimization of microstrip patch antenna for UWB applications using Moth–Flame optimization algorithm. – Wireless Personal Communications 112(4): 2485-2502.

[15] Singh, V., Mishra, B., Singh, R. (2019): Anchor shape gap coupled patch antenna for WiMAX and WLAN applications. – COMPEL-The International Journal for Computation and Mathematics in Electrical and Electronic Engineering 38(1): 263-286.

[16] Swain, B.R., Sharma, A.K. (2019): An investigation of dual-band dual-squarering (DSR) based microstrip antenna for WiFi/WLAN and 5G-NR wireless applications. – Progress In Electromagnetics Research M 86: 17-26.

[17] Thakare, V.V., Singhal, P. (2010): Neural network based CAD model for the design of rectangular patch antennas. – Journal of Engineering and Technology Research 2(7): 126-129.

[18] Verma, R.K., Srivastava, D.K. (2019): Design, optimization and comparative analysis of T-shape slot loaded microstrip patch antenna using PSO. – Photonic Network Communications 38(3): 343-355.

[19] Vincenti Gatti, R., Rossi, R., Dionigi, M. (2020): Single-layer line-fed broadband microstrip patch antenna on thin substrates. – Electronics 10(1): 14p.

[20] Wong, K.L. (2004): Compact and broadband microstrip antennas. – John Wiley & Sons 301p.

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Published

2025-09-29

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Section

Articles

How to Cite

ENHANCING MICROSTRIP PATCH ANTENNA PERFORMANCE THROUGH GENETIC ALGORITHM AND ANFIS OPTIMIZATION. (2025). Quantum Journal of Engineering, Science and Technology, 6(3), 35-51. https://doi.org/10.55197/qjoest.v6i3.237