A review of deep learning techniques for enhancing spectrum sensing and prediction in cognitive radio systems: approaches, datasets, and challenges

N El-haryqy, Z Madini, Y Zouine - International Journal of …, 2024 - Taylor & Francis
Cognitive radio (CR) is an emerging wireless technology designed to optimize frequency
band usage and address spectrum shortages. Spectrum sensing and prediction are crucial …

Robust channel invariant deep noncooperative spectrum sensing

Z Su, KC Teh, SG Razul, AC Kot - IEEE Wireless …, 2022 - ieeexplore.ieee.org
Deep learning (DL) has been introduced to cognitive radio network to solve the problem of
spectrum scarcity and further enhance the spectrum utilization. However, many DL-based …

[HTML][HTML] OFDM sensing based on deep learning

S Zheng, F Wei, X Zhou, F Gu, K Yue, C Lou… - Physical …, 2023 - Elsevier
Detection of OFDM signals has received paramount interest especially for spectrum sensing
in cognitive radios. We present a deep learning-based OFDM signal detection method …

SCM-GNN: A Graph Neural Network-Based Multi-Antenna Spectrum Sensing in Cognitive Radio

Y Dong, M Zhang, X Cheng… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Spectrum Sensing plays a crucial role in cognitive radio and serves as a fundamental
requirement for achieving dynamic spectrum access. This work investigates a novel multi …