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2025-08-22
A Compact UWB Wearable Textile Antenna with Machine Learning Approach for IoT Applications
By
Progress In Electromagnetics Research C, Vol. 159, 27-37, 2025
Abstract
This article presents a compact and flexible ultra-wideband (UWB) antenna with a defected ground structure (DGS) for IoT applications. The antenna is fabricated on a 0.7 mm thick jeans substrate to ensure high flexibility and take advantage of its universal availability. Machine learning techniques are applied to optimize the antenna's performance. A ring-shaped patch with DGS and C-type stubs is used to achieve a large bandwidth and reduce size. The total dimension of the proposed flexible antenna is 38 × 26 × 1.7 mm3. The primary aim of this article is to design a flexible UWB antenna with a remarkable impedance bandwidth of 131.45%, which covers frequencies from 2.56 GHz to 12.38 GHz. It operates at 3, 8, and 11.32 GHz frequencies with 99%, 98.30%, and 96.71% radiation efficiencies, respectively. The realized gain is 2.51, 3.70, and 5.46 dBi at frequencies 3, 8, and 11.32 GHz, respectively, with a peak gain of 5.46 dBi at 11.32 GHz. Specific absorption rate (SAR) values were tested using a human phantom and met FCC limits, confirming suitability for wearable and flexible IoT applications. The design was optimized using machine learning (ML), with KNN performing best, achieving 99.5% accuracy in S-parameter prediction. The measured and simulated results are correlated with each other for flat and bent antennas.
Citation
Khemchandra Anuragi, and Pinku Ranjan, "A Compact UWB Wearable Textile Antenna with Machine Learning Approach for IoT Applications," Progress In Electromagnetics Research C, Vol. 159, 27-37, 2025.
doi:10.2528/PIERC25061212
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