[HTML][HTML] A Review of Research on Spectrum Sensing Based on Deep Learning

Y Zhang, Z Luo - Electronics, 2023 - mdpi.com
In recent years, with the rapid development in wireless communication and 5G networks, the
rapid growth in mobile users has been accompanied by an increasing demand for the …

Siegel distance-based fusion strategy and differential evolution algorithm for cooperative spectrum sensing

J Zhuang, Y Wang, S Peng, S Zhang, Y Liu - Digital Signal Processing, 2023 - Elsevier
Cooperative spectrum sensing (CSS) offers cognitive radio networks a promising solution to
efficiently address the issue of spectrum scarcity. To enhance the detection performance of …

Distributed spectrum sensing for iot networks: Architecture, challenges, and learning

A Gharib, W Ejaz, M Ibnkahla - IEEE Internet of Things …, 2021 - ieeexplore.ieee.org
Spectrum sensing is believed to be a prominent solution to spectrum scarcity caused by the
presence of a large number of devices, particularly in Internet of Things (IoT) applications …

[HTML][HTML] Maximizing Energy Efficiency in hybrid overlay-underlay cognitive radio networks based on energy harvesting-cooperative spectrum sensing

Y Liu, X Qin, Y Huang, L Tang, J Fu - Energies, 2022 - mdpi.com
Spectrum demand has increased with the rapid growth of wireless devices and wireless
service usage. The rapid development of 5G smart cities and the industrial Internet of Things …

Node embedding for security-aware clustering of mobile information-centric sensor networks

A Gharib, M Ibnkahla - IEEE Internet of Things Journal, 2022 - ieeexplore.ieee.org
In cluster-based information-centric wireless sensor networks (ICWSNs), mobile sensor
nodes are grouped into clusters in rounds. In each cluster, a cluster head (CH) is selected …

Quick cooperative spectrum sensing in cognitive unmanned aerial vehicles networks

J Wu, J Zhang - Transactions on Emerging …, 2022 - Wiley Online Library
In cognitive unmanned aerial vehicles (UAVs) networks (CUAVNs), cooperative spectrum
sensing (CSS) has been recognized as a key technology to enable UAVs to detect spectrum …

A Review on Reinforcement Learning enabled Cooperative Spectrum Sensing

TTH Pham, S Cho - 2023 International Conference on …, 2023 - ieeexplore.ieee.org
As the number of devices joining the network explodes, new radio frequency spectrum
bands are in greater demand. It is envisaged that cognitive radio networks would solve this …

Enhance the Probability of Detection of Cooperative Spectrum Sensing in Cognitive Radio Networks Using Blockchain Technology

D Balakumar, N Sendrayan - Journal of Electrical and …, 2023 - Wiley Online Library
Cognitive radio (CR) is the best way to improve the efficiency of spectrum consumption for
wireless multimedia communications. Spectrum sensing, which allows legitimate secondary …

Scalable learning-based heterogeneous multi-band multi-user cooperative spectrum sensing for distributed IoT systems

A Gharib, W Ejaz, M Ibnkahla - IEEE Open Journal of the …, 2020 - ieeexplore.ieee.org
The emerge of Internet of Things (IoT) brings up revolutionary changes to wireless
communications. Cognitive radio (CR) can be seen as one of the prominent solutions to …

A multi‐agent reinforcement learning anti‐jamming method with partially overlapping channels

Y Zhang, L Jia, N Qi, Y Xu, X Chen - IET Communications, 2021 - Wiley Online Library
This paper investigates the problem of multi‐user anti‐jamming channel access with
partially overlapping channels (POC). Compared with traditional anti‐jamming systems that …