Design and Optimization of a Multiband Extra Wideband Ring Patch Antenna for 5G mm-Wave Communication at 28/60/80 GHz Using MLPNN based K-fold cross validation method
In this paper, we present the design of an innovative Ultra-Wideband (UWB) ring patch antenna customized for 28 GHz, 60 GHz and 80 GHz and 5G mm-Wave communication. The antenna features a ring patch with an embedded small rectangular patch and a partial ground plane. To optimize the antenna dimensio...
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Main Authors: | , , , , , |
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Format: | Article |
Language: | English |
Published: |
EDP Sciences
2024-01-01
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Series: | ITM Web of Conferences |
Subjects: | |
Online Access: | https://www.itm-conferences.org/articles/itmconf/pdf/2024/12/itmconf_maih2024_04003.pdf |
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Summary: | In this paper, we present the design of an innovative Ultra-Wideband (UWB) ring patch antenna customized for 28 GHz, 60 GHz and 80 GHz and 5G mm-Wave communication. The antenna features a ring patch with an embedded small rectangular patch and a partial ground plane. To optimize the antenna dimensions for resonance at 28 GHz, 60 GHz, and 80 GHz, a Multilayer Perceptron Neural Network (MLPNN) was employed with a k-fold cross-validation technique. Simulation results demonstrate that the MLPNN-optimized antenna achieves superior performance metrics, including a low reflection coefficient, efficient radiation patterns, and a wide bandwidth of 13.2 GHz at 28 GHz and an extended bandwidth of 53 GHz spanning from 47 GHz to 100 GHz. These characteristics highlight its potential as a robust solution for next-generation 5G communication systems. |
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ISSN: | 2271-2097 |