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 …

Spectrum Evaluation in CR-Based Smart Healthcare Systems Using Optimizable Tree Machine Learning Approach

A Raza, M Ali, MK Ehsan, AH Sodhro - Sensors, 2023 - mdpi.com
The rapid technological advancements in the current modern world bring the attention of
researchers to fast and real-time healthcare and monitoring systems. Smart healthcare is …

[HTML][HTML] A Deep-Learning-Based Method for Spectrum Sensing with Multiple Feature Combination

Y Zhang, Z Luo - Electronics, 2024 - mdpi.com
Cognitive radio networks enable the detection and opportunistic access to an idle spectrum
through spectrum-sensing technologies, thus providing services to secondary users …

[HTML][HTML] Energy-Efficient Adaptive Bidirectional Transmission Strategy in Simultaneous Wireless Information and Power Transfer (SWIPT)-Enabled Cognitive Relay …

C Cai, J Zhang, F Zhong, H Hai - Sensors, 2024 - mdpi.com
Introducing collaborative relay and simultaneous wireless information and power transfer
(SWIPT) techniques into a cognitive wireless network, named the SWIPT-enabled cognitive …

[HTML][HTML] Enhanced deep learning-based optimization model for the optimal energy efficiency-oriented Cognitive Radio Networks

S Saranya, P Jayarajan - Ain Shams Engineering Journal, 2024 - Elsevier
Abstract Cognitive Radio Networks (CRNs) offer a promising solution to spectrum scarcity by
enabling secondary users (SUs) to utilize unused spectrum allocated to primary users (PUs) …

Performance evaluation of hard‐decision and soft‐data aided cooperative spectrum sensing over Nakagami‐m fading channel

KK Godugu, S Vappangi - IET Communications, 2023 - Wiley Online Library
The secondary users can opportunistically utilize the spectrum holes left by the licensed
users (also called primary users PUs) with the help of cognitive radio (CR) technology. The …

Towards Efficient 6G IoT Networks: A Perspective on Resource Optimization Strategies, Challenges, and Future Directions

Z Liwen, F Qamar, M Liaqat, MN Hindia… - IEEE Access, 2024 - ieeexplore.ieee.org
The next generation (6G) wireless communication technology has super advantages in high
transmission rates scenarios. Internet of Things (IoT) has been applied in recent years due …

GLRT-based Spectrum Sensing for Non-circular Signals in Cognitive Radios with Multiple Antennas

H Lai, M Liu, J Xu, P Luo, W Xu - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Traditional spectrum sensing schemes devised under the presumption of circular signals
may suffer from performance deterioration when non-circular (NC) signals are present. To …

[HTML][HTML] Silicon photonic integrated wideband RF self-interference cancellation chip for over-the-air in-band full-duplex communication

X Su, M Chao, X Han, H Liang, W Zhang, S Fu… - Chip, 2024 - Elsevier
Compared with the traditional frequency division duplex and time division duplex, the in-
band full-duplex (IBFD) technology can double the spectrum utilization efficiency and …

Optimization of Cooperative Spectrum Sensing in Multi-hop Heterogeneous Cognitive Radio Networks

NR Banavathu - IEEE Sensors Journal, 2024 - ieeexplore.ieee.org
This article investigates the performance of cooperative spectrum sensing (CSS) in a
heterogeneous multihop cognitive radio (CR) system in which N secondary users (SUs) with …