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Title: :  Design and Performance Analysis of a 2*2 Microstrip Patch Array Antenna at 2.45Ghz Using Machine Learning
PaperId: :  22858
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 10 Issue 2 2024
DUI:    16.0415/IJARIIE-22858
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Karanki LahariVasireddy Venkatadri Institute of Technology
Sowmya NavuluriVasireddy Venkatadri Institute of Technology
M. Tirupthamma BhaiVasireddy Venkatadri Institute of Technology
Mr. A. SrinagVasireddy Venkatadri Institute of Technology
MARTHALA VENKATA SANGEETHAVasireddy Venkatadri Institute of Technology

Abstract

Electronics and communication engineering
Antenna, Microstrip patch array, Machine learning, Streamlit, Random forest
This project is about developing a 2*2 rectangular microstrip patch array antenna and making a primary analysis of the antenna and introduces the machine learning (ML) technique in order to enhance the antenna performance. The parameters of the antenna, namely, gain and S11 play the key role during the testing process and must be analyzed with the highest degree of accuracy. It is the design process which aims carefully at getting the desirable features to exercise the advantages, being poured in microstrips patch array. The random Forest Algorithm, again the extension, gains in popularity and is used as the part of machine learning to make the design process much better. By the assist of Antenna simulators we got the result in which we have gain and S11 parameters together which is a needed train dataset for the ML model. User interface has been created by using streamlit framework providing user with GUI from that allows inputs of parameters specific to an antenna and return instant responses regarding gain and S11.Machie Learning models are checked accuracy and efficiency in various testing which are known to be in agreement with simulated result. The uses of automation and machine learning are about more than merely speeding up the analysis process, but may also prove valuable in suggesting areas that require improvements or optimizations for future antenna designs.

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IJARIIE Karanki Lahari, Sowmya Navuluri, M. Tirupthamma Bhai, Mr. A. Srinag, and MARTHALA VENKATA SANGEETHA. "Design and Performance Analysis of a 2*2 Microstrip Patch Array Antenna at 2.45Ghz Using Machine Learning" International Journal Of Advance Research And Innovative Ideas In Education Volume 10 Issue 2 2024 Page 1031-1040
MLA Karanki Lahari, Sowmya Navuluri, M. Tirupthamma Bhai, Mr. A. Srinag, and MARTHALA VENKATA SANGEETHA. "Design and Performance Analysis of a 2*2 Microstrip Patch Array Antenna at 2.45Ghz Using Machine Learning." International Journal Of Advance Research And Innovative Ideas In Education 10.2(2024) : 1031-1040.
APA Karanki Lahari, Sowmya Navuluri, M. Tirupthamma Bhai, Mr. A. Srinag, & MARTHALA VENKATA SANGEETHA. (2024). Design and Performance Analysis of a 2*2 Microstrip Patch Array Antenna at 2.45Ghz Using Machine Learning. International Journal Of Advance Research And Innovative Ideas In Education, 10(2), 1031-1040.
Chicago Karanki Lahari, Sowmya Navuluri, M. Tirupthamma Bhai, Mr. A. Srinag, and MARTHALA VENKATA SANGEETHA. "Design and Performance Analysis of a 2*2 Microstrip Patch Array Antenna at 2.45Ghz Using Machine Learning." International Journal Of Advance Research And Innovative Ideas In Education 10, no. 2 (2024) : 1031-1040.
Oxford Karanki Lahari, Sowmya Navuluri, M. Tirupthamma Bhai, Mr. A. Srinag, and MARTHALA VENKATA SANGEETHA. 'Design and Performance Analysis of a 2*2 Microstrip Patch Array Antenna at 2.45Ghz Using Machine Learning', International Journal Of Advance Research And Innovative Ideas In Education, vol. 10, no. 2, 2024, p. 1031-1040. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/Design_and_Performance_Analysis_of_a_2_2_Microstrip_Patch_Array_Antenna_at_2_45Ghz_Using_Machine_Learning_ijariie22858.pdf (Accessed : ).
Harvard Karanki Lahari, Sowmya Navuluri, M. Tirupthamma Bhai, Mr. A. Srinag, and MARTHALA VENKATA SANGEETHA. (2024) 'Design and Performance Analysis of a 2*2 Microstrip Patch Array Antenna at 2.45Ghz Using Machine Learning', International Journal Of Advance Research And Innovative Ideas In Education, 10(2), pp. 1031-1040IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/Design_and_Performance_Analysis_of_a_2_2_Microstrip_Patch_Array_Antenna_at_2_45Ghz_Using_Machine_Learning_ijariie22858.pdf (Accessed : )
IEEE Karanki Lahari, Sowmya Navuluri, M. Tirupthamma Bhai, Mr. A. Srinag, and MARTHALA VENKATA SANGEETHA, "Design and Performance Analysis of a 2*2 Microstrip Patch Array Antenna at 2.45Ghz Using Machine Learning," International Journal Of Advance Research And Innovative Ideas In Education, vol. 10, no. 2, pp. 1031-1040, Mar-App 2024. [Online]. Available: https://ijariie.com/AdminUploadPdf/Design_and_Performance_Analysis_of_a_2_2_Microstrip_Patch_Array_Antenna_at_2_45Ghz_Using_Machine_Learning_ijariie22858.pdf [Accessed : ].
Turabian Karanki Lahari, Sowmya Navuluri, M. Tirupthamma Bhai, Mr. A. Srinag, and MARTHALA VENKATA SANGEETHA. "Design and Performance Analysis of a 2*2 Microstrip Patch Array Antenna at 2.45Ghz Using Machine Learning." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 10 number 2 ().
Vancouver Karanki Lahari, Sowmya Navuluri, M. Tirupthamma Bhai, Mr. A. Srinag, and MARTHALA VENKATA SANGEETHA. Design and Performance Analysis of a 2*2 Microstrip Patch Array Antenna at 2.45Ghz Using Machine Learning. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2024 [Cited : ]; 10(2) : 1031-1040. Available from: https://ijariie.com/AdminUploadPdf/Design_and_Performance_Analysis_of_a_2_2_Microstrip_Patch_Array_Antenna_at_2_45Ghz_Using_Machine_Learning_ijariie22858.pdf
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