Attacking spectrum sensing with adversarial deep learning in cognitive radio-enabled internet of things

M Liu, H Zhang, Z Liu, N Zhao - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Cognitive radio-based Internet of Things (CR-IoT) network provides a solution for IoT
devices to efficiently utilize spectrum resources. Spectrum sensing is a critical problem in CR …

Differential privacy in cognitive radio networks: a comprehensive survey

M Ul Hassan, MH Rehmani, M Rehan, J Chen - Cognitive Computation, 2022 - Springer
Integrating cognitive radio (CR) with traditional wireless networks is helping solve the
problem of spectrum scarcity in an efficient manner. The opportunistic and dynamic …

Outage energy efficiency maximization for UAV-assisted energy harvesting cognitive radio networks

H Xiao, H Jiang, LP Deng, Y Luo… - IEEE Sensors …, 2022 - ieeexplore.ieee.org
The UAV-assisted energy harvesting cognitive wireless network has the feature of fast
layout, remarkable spectrum efficiency (SE) and energy efficiency (EE), thereby being …

A brief review of machine learning algorithms for cooperative spectrum sensing

J Wang, B Liu - Journal of Physics: Conference Series, 2021 - iopscience.iop.org
With the development of wireless communication services, spectrum resources become
more and more scarce. Cognitive radio technology is widely considered as a feasible …

Spectrum sensing in cognitive radio using CNN-RNN and transfer learning

S Solanki, V Dehalwar, J Choudhary, ML Kolhe… - IEEE …, 2022 - ieeexplore.ieee.org
Cognitive radio has been proposed to improve spectrum utilization in wireless
communication. Spectrum sensing is an essential component of cognitive radio. The …

A cooperative spectrum sensing with multi-agent reinforcement learning approach in cognitive radio networks

A Gao, C Du, SX Ng, W Liang - IEEE Communications Letters, 2021 - ieeexplore.ieee.org
Cognitive radio networks (CRNs) can greatly improve the temporal and spatial spectrum
utilization by identifying and exploring spectrum holes of the licensed primary users (PUs) …

The 6G frequency switch that spares scientific services

J McNair - 2022 - nature.com
The 6G frequency switch that spares scientific services Skip to main content Thank you for
visiting nature.com. You are using a browser version with limited support for CSS. To obtain the …

Deep learning application for sensing available spectrum for cognitive radio: An ECRNN approach

SB Goyal, P Bedi, J Kumar, V Varadarajan - Peer-to-Peer Networking and …, 2021 - Springer
Spectrum sensing (SS) is a concept of cognitive radio systems at base transceiver stations
that can find the white space ie licensed spectrum owned by primary users (PU), for …

[图书][B] Spectrum sensing for cognitive radio: Fundamentals and applications

KM Captain, MV Joshi - 2021 - taylorfrancis.com
This comprehensive reference text discusses concepts of cognitive radio and the advances
in the field of spectrum sensing. This text discusses the concept of cognitive radio for next …

Cooperative spectrum sensing using extreme learning machines for cognitive radio networks

MK Giri, S Majumder - IETE Technical Review, 2022 - Taylor & Francis
In this article, a technique for cooperative spectrum sensing (CSS) using the Extreme
Learning Machine (ELM) is proposed. ELMs are feedforward neural networks where the …