Enhanced spectrum sensing for 5G and LTE signals using advanced deep learning models and hyperparameter tuning

Abstract This paper introduces a novel approach to enhancing spectrum sensing accuracy for 5G and LTE signals using advanced deep learning models, with a particular focus on the impact of systematic hyperparameter tuning. By leveraging state-of-the-art neural network architecture, namely DenseNet121...

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Bibliographic Details
Main Authors: Sally Mohamed Ali Elmorsy, Samah Mohamed Osman, Samah Adel Gamel
Format: Article
Language:English
Published: Nature Portfolio 2025-07-01
Series:Scientific Reports
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Online Access:https://doi.org/10.1038/s41598-025-07837-2
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