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PIER PIER B PIER C PIER M PIER Letters PIER Photonics
2022-02-08
Ultra-Wideband CPW Fed Band-Notched Monopole Antenna Optimization Using Machine Learning
By
Pinku Ranjan,

    Dr. Pinku Ranjan

    Department of Electronics and Communication Engineering

    ABV-Indian Institute of Information Technology and Management

    India

    Homepage

Ankit Maurya,

    Dr. Ankit Maurya

    Atal Bihari Vajpayee-Indian Institute of Information Technology & Management

    India

    Homepage

Harshit Gupta,

    Dr. Harshit Gupta

    ABV-Indian Institute of Information Technology and Management (IIITM)

    India

    Homepage

Swati Yadav,

    Dr. Swati Yadav

    Department of Electronics & Telecommunication Engineering

    College of Engineering Roorkee

    India

    Homepage

Anand Sharma

    Dr. Anand Sharma

    Department of Electronics and Communication Engineering

    Motilal Nehru National Institute of Technology Allahabad

    India

    Homepage

Progress In Electromagnetics Research M, Vol. 108, 27-38, 2022
doi:10.2528/PIERM21122802 | Google Scholar

Abstract
In this article, a compact Coplanar Waveguide (CPW) fed band-notched monopole antenna is designed and optimized. The unique feature of this article is to provide an approach for designing an antenna in the best way using machine learning techniques. Machine Learning can be used to speed up the antenna design process. There are five algorithms employed: Decision Tree, Random Forest, XGB Regression, K-Nearest Neighbor (KNN), and Artificial Neural Network (ANN). Among all algorithms, KNN gives the best result with accuracy up to 98%. From the obtained result, we can estimate the dimensions of the desired parameters, which could not be done previously by High Frequency Structure Simulator (HFSS) Electromagnetic (EM) simulator. The optimized antenna design is also fabricated and tested, which confirms its frequency range between 2.9 and 21.6 GHz. Stable radiation features in between the operating frequency range makes it suitable for Ultra-Wideband (UWB) applications.
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Citation
Pinku Ranjan, Ankit Maurya, Harshit Gupta, Swati Yadav, and Anand Sharma, "Ultra-Wideband CPW Fed Band-Notched Monopole Antenna Optimization Using Machine Learning," Progress In Electromagnetics Research M, Vol. 108, 27-38, 2022.
doi:10.2528/PIERM21122802
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