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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| Format: | Article |
| Language: | English |
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EDP Sciences
2024-01-01
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| Series: | ITM Web of Conferences |
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| Online Access: | https://www.itm-conferences.org/articles/itmconf/pdf/2024/12/itmconf_maih2024_04003.pdf |
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| _version_ | 1841554746288111616 |
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| author | Sellak Lahcen Khabba Asma Amadid Jamal Chabaa Samira Ibnyaich Saida Zeroual Abdelouhab |
| author_facet | Sellak Lahcen Khabba Asma Amadid Jamal Chabaa Samira Ibnyaich Saida Zeroual Abdelouhab |
| author_sort | Sellak Lahcen |
| collection | DOAJ |
| description | 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. |
| format | Article |
| id | doaj-art-ef43fbfc5ca740aa926fbfa964b9a022 |
| institution | Kabale University |
| issn | 2271-2097 |
| language | English |
| publishDate | 2024-01-01 |
| publisher | EDP Sciences |
| record_format | Article |
| series | ITM Web of Conferences |
| spelling | doaj-art-ef43fbfc5ca740aa926fbfa964b9a0222025-01-08T10:58:54ZengEDP SciencesITM Web of Conferences2271-20972024-01-01690400310.1051/itmconf/20246904003itmconf_maih2024_04003Design 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 methodSellak Lahcen0Khabba Asma1Amadid Jamal2Chabaa Samira3Ibnyaich Saida4Zeroual Abdelouhab5LISAD Research Laboratory, Industrial Engineering Department, National School of Applied Sciences, Ibn Zohr UniversityI2SP Research Team, Department of physics, Faculty of Sciences Semlalia, Cadi Ayyad UniversityElectronics Department, Higher Institute of Engineering and Business (ISGA)LISAD Research Laboratory, Industrial Engineering Department, National School of Applied Sciences, Ibn Zohr UniversityI2SP Research Team, Department of physics, Faculty of Sciences Semlalia, Cadi Ayyad UniversityI2SP Research Team, Department of physics, Faculty of Sciences Semlalia, Cadi Ayyad UniversityIn 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.https://www.itm-conferences.org/articles/itmconf/pdf/2024/12/itmconf_maih2024_04003.pdfuwb ring patch antenna5g, mm-wave communicationrbfnncross validation |
| spellingShingle | Sellak Lahcen Khabba Asma Amadid Jamal Chabaa Samira Ibnyaich Saida Zeroual Abdelouhab 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 ITM Web of Conferences uwb ring patch antenna 5g, mm-wave communication rbfnn cross validation |
| title | 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 |
| title_full | 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 |
| title_fullStr | 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 |
| title_full_unstemmed | 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 |
| title_short | 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 |
| title_sort | 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 |
| topic | uwb ring patch antenna 5g, mm-wave communication rbfnn cross validation |
| url | https://www.itm-conferences.org/articles/itmconf/pdf/2024/12/itmconf_maih2024_04003.pdf |
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