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Title: :  Design and Optimization of RFID Antenna Array Using Deep Learning
PaperId: :  22835
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-22835
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Attili Durga PrasadVasireddy Venkatadri Institute of Technology
Batta RakeshVasireddy Venkatadri Institute of Technology
Addanki Saibabu MaheswarVasireddy Venkatadri Institute of Technology
Gundabathini Ajay KumarVasireddy Venkatadri Institute of Technology
A. SrinagVasireddy Venkatadri Institute of Technology

Abstract

RFID Antenna Array Design, and Deep Learning Techniques
Radio Frequency Identification (RFID) Antenna Array, Deep Learning, IoT(Internet of Things),Ultra High Frequency(UHF)reader antenna, Design Optimization, Optimization Algorithms, Artificial Neural Networks, Antenna Performance, Antenna Array Deployment.
The project focuses on the development and optimization of an antenna scheme for an innovative IoT system that uses dual band UHF/2.45GHz Radio Frequency Identification (RFID). We are using state-of-the-art Ansys HFSS software for the designing of antenna of monopole shape, which will also give us the gain, s11 parameters, dimensions of that antenna. We aim to achieve the proposed antenna capabilities in terms of range,data transfer speed and energy efficiency. To increase the gain and versatility we designed the single RFID antenna into a 2 x 2 array, arrays are generally desinged to increase the performance of the antenna, we first designed an antenna and then created a duplicate along the line thereby creating a 2 x 1 antenna and then creating a duplicate antenna along the axis for the final antenna design. We used deep learning for the optimization of the antenna by creating an Artificial Neural Network algorithm in the google colab using TensorFlow framework, our project results are of regression model and verified the simulated results from Ansys with the trained model results of the colab.

Citations

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IJARIIE Attili Durga Prasad, Batta Rakesh, Addanki Saibabu Maheswar, Gundabathini Ajay Kumar, and A. Srinag. "Design and Optimization of RFID Antenna Array Using Deep Learning" International Journal Of Advance Research And Innovative Ideas In Education Volume 10 Issue 2 2024 Page 962-969
MLA Attili Durga Prasad, Batta Rakesh, Addanki Saibabu Maheswar, Gundabathini Ajay Kumar, and A. Srinag. "Design and Optimization of RFID Antenna Array Using Deep Learning." International Journal Of Advance Research And Innovative Ideas In Education 10.2(2024) : 962-969.
APA Attili Durga Prasad, Batta Rakesh, Addanki Saibabu Maheswar, Gundabathini Ajay Kumar, & A. Srinag. (2024). Design and Optimization of RFID Antenna Array Using Deep Learning. International Journal Of Advance Research And Innovative Ideas In Education, 10(2), 962-969.
Chicago Attili Durga Prasad, Batta Rakesh, Addanki Saibabu Maheswar, Gundabathini Ajay Kumar, and A. Srinag. "Design and Optimization of RFID Antenna Array Using Deep Learning." International Journal Of Advance Research And Innovative Ideas In Education 10, no. 2 (2024) : 962-969.
Oxford Attili Durga Prasad, Batta Rakesh, Addanki Saibabu Maheswar, Gundabathini Ajay Kumar, and A. Srinag. 'Design and Optimization of RFID Antenna Array Using Deep Learning', International Journal Of Advance Research And Innovative Ideas In Education, vol. 10, no. 2, 2024, p. 962-969. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/Design_and_Optimization_of_RFID_Antenna_Array_Using_Deep_Learning_ijariie22835.pdf (Accessed : ).
Harvard Attili Durga Prasad, Batta Rakesh, Addanki Saibabu Maheswar, Gundabathini Ajay Kumar, and A. Srinag. (2024) 'Design and Optimization of RFID Antenna Array Using Deep Learning', International Journal Of Advance Research And Innovative Ideas In Education, 10(2), pp. 962-969IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/Design_and_Optimization_of_RFID_Antenna_Array_Using_Deep_Learning_ijariie22835.pdf (Accessed : )
IEEE Attili Durga Prasad, Batta Rakesh, Addanki Saibabu Maheswar, Gundabathini Ajay Kumar, and A. Srinag, "Design and Optimization of RFID Antenna Array Using Deep Learning," International Journal Of Advance Research And Innovative Ideas In Education, vol. 10, no. 2, pp. 962-969, Mar-App 2024. [Online]. Available: https://ijariie.com/AdminUploadPdf/Design_and_Optimization_of_RFID_Antenna_Array_Using_Deep_Learning_ijariie22835.pdf [Accessed : ].
Turabian Attili Durga Prasad, Batta Rakesh, Addanki Saibabu Maheswar, Gundabathini Ajay Kumar, and A. Srinag. "Design and Optimization of RFID Antenna Array Using Deep Learning." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 10 number 2 ().
Vancouver Attili Durga Prasad, Batta Rakesh, Addanki Saibabu Maheswar, Gundabathini Ajay Kumar, and A. Srinag. Design and Optimization of RFID Antenna Array Using Deep Learning. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2024 [Cited : ]; 10(2) : 962-969. Available from: https://ijariie.com/AdminUploadPdf/Design_and_Optimization_of_RFID_Antenna_Array_Using_Deep_Learning_ijariie22835.pdf
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