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2025-11-15
Design and Optimization of a Dual-Band F-Shaped Monopole Antenna for 2.45/5.8 GHz ISM Medical Applications Using ANN and PSO
By
Progress In Electromagnetics Research C, Vol. 161, 261-274, 2025
Abstract
The article presents the geometry and optimization of a small-sized dual-band F-shaped monopole antenna for medical applications in the 2.45/5.8 GHz ISM bands. The antenna is printed on a partial ground FR4 substrate, and its geometrical parameters are optimized by a hybrid procedure based on Artificial Neural Networks (ANNs) and Particle Swarm Optimization (PSO).Two ANN architectures, Feedforward Backpropagation Neural Network (FFBPN) and Generalized Regression Neural Network (GRNN), are trained on a dataset of 121 samples generated using varying patch sizes. The FFBPN model is better with a mean squared error of 3.9506 × 10-5 at epoch 21. The optimized antenna has resonances at 2.448 GHz and 5.8 GHz with S11 < -10 dB, bandwidths of 610 MHz (2.21-2.82 GHz) and 400 MHz (5.61-6.01 GHz), and peak gains of 2.262 dBi and 3.861 dBi, respectively. Measurements on a prototype are in agreement with simulations to confirm the appropriateness of the design for wireless medical devices, such as wearable sensors and telemedicine systems.
Citation
Rania Ibtissam Ben Melouka, Yamina Tighilt, Chemseddine Zebiri, Issa Tamer Elfergani, Rami Zegadi, Mohamed Lamine Bouknia, Abdelhak Ferhat Hamida, Merih Palandoken, Fatih Özkan Alkurt, Muharrem Karaaslan, Nail Alaoui, and Jonathan Rodriguez, "Design and Optimization of a Dual-Band F-Shaped Monopole Antenna for 2.45/5.8 GHz ISM Medical Applications Using ANN and PSO," Progress In Electromagnetics Research C, Vol. 161, 261-274, 2025.
doi:10.2528/PIERC25072904
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