Deep Neural Networks for Spectrum Sensing: A Review

SN Syed, PI Lazaridis, FA Khan, QZ Ahmed… - IEEE …, 2023 - ieeexplore.ieee.org
As we advance towards 6G communication systems, the number of network devices
continues to increase resulting in spectrum scarcity. With the help of Spectrum Sensing (SS) …

Cooperative spectrum sensing based on LSTM-CNN combination network in cognitive radio system

L Li, W Xie, X Zhou - IEEE Access, 2023 - ieeexplore.ieee.org
Cognitive radio (CR), as an emerging technology to improve the utilization of radio
spectrum, the fundamental of CR technology is spectrum sensing, due to the detection …

Advancement of full-duplex cognitive radio network: a review

V Srivastava, P Singh, P Srivastava - Journal of Physics …, 2022 - iopscience.iop.org
Communication systems, with various pervasive applications, have become a crucial piece
of day to day lives. Wireless systems request an ever-increasing number of phantom assets …

Pu-detnet: Deep unfolding aided smart sensing framework for cognitive radio

B Soni, DK Patel, SB Shah, M Lopez-Benitez… - IEEE …, 2022 - ieeexplore.ieee.org
Spectrum sensing in cognitive radio (CR) paradigm can be broadly categorized as analytical-
based and data-driven approaches. The former is sensitive to model inaccuracies in …

Cognitive Radio and Its Applications in the New Trend of Communication System: A Review

H Al-Sudani, AA Thabit… - 2022 5th International …, 2022 - ieeexplore.ieee.org
Spectrum efficiency decay due to high demand for high data rate and growing technologies,
tens of billions of connected devices need to provide by the services wirelessly causing a …

Joint optimisation techniques for trade-off aware spectrum sensing in cognitive radio network

AD Katre, TC Thanuja - International Journal of Networking …, 2022 - inderscienceonline.com
Cognitive radio (CR) network is considered a promising domain to enhance spectrum
efficiency to access underutilised frequency bands. However, due to the influence of …

Machine learning for improved resource block detection in 4G LTE cognitive radio networks

YM Ali, A Ahmed, T Mumtaz - 2021 International Mobile …, 2021 - ieeexplore.ieee.org
Accurate resource block detection through spectrum sensing is vital for cognitive radios in
order to identify the free spaces in the licensed spectrum. The emerging field of machine …

Multi-Layer Perceptron Based Spectrum Prediction in Cognitive Radio Network

AK Singh, R Ranjan - Wireless Personal Communications, 2022 - Springer
The technology of cognitive radio network (CRN) appears to be an excellent alternative for
the efficient allocation of the frequency spectrum between the authorized and unauthorized …

PU-DetNet: An Efficient Deep Unfolding aided Smart Sensing Framework for Cognitive Radio

S Shah, D Patel, B Soni, M Lopez-Benitez… - Authorea …, 2023 - techrxiv.org
Spectrum sensing in cognitive radio (CR) paradigm can be broadly categorized as analytical
based and data-driven approaches. The former is sensitive to model inaccuracies in …

Identifying Malicious Secondary User Presence Within Primary User Range in Cognitive Radio Networks

V Brinda, M Bhuvaneshwari - Wireless Personal Communications, 2022 - Springer
Abstract Cognitive Radio (CR) Network is a wireless communication technology, in which a
detection device smartly detects occupied and unoccupied channels. During traffic, unused …