Riemannian mean shift-based data fusion scheme for multi-antenna cooperative spectrum sensing

Y Zhang, S Zhang, Y Wang, J Zhuang… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
In this article, the multi-antenna cooperative spectrum sensing problem in cognitive radio
networks is investigated over Riemannian manifold. At the beginning, a signal matrix is …

Low-complexity energy detection for spectrum sensing with random arrivals of primary users

WL Chin, JM Li, HH Chen - IEEE Transactions on Vehicular …, 2015 - ieeexplore.ieee.org
Due to random arrivals of primary-user signals, the timing misalignment issue should be
considered for spectrum sensing in cognitive radio (CR) systems, such as CR-based …

Optimized statistical beamforming for cooperative spectrum sensing in cognitive radio networks

UM Al-Saggaf, J Ahmad, MA Alrefaei, M Moinuddin - Mathematics, 2023 - mdpi.com
In cognitive radio (CR), cooperative spectrum sensing (CSS) employs a fusion of multiple
decisions from various secondary user (SU) nodes at a central fusion center (FC) to detect …

A geodesic projection-based data fusion scheme for cooperative spectrum sensing

Y Wang, S Ma, Q Chen, J Zhuang, D Jiang - Digital Signal Processing, 2023 - Elsevier
In this paper, a novel method based on data fusion scheme and genetic algorithm is
proposed to improve the cooperative spectrum sensing (CSS) performance. Firstly, to …

Cooperative energy detection algorithm based on background noise and direction finding error

Z Chen, Y Zhang - AEU-International Journal of Electronics and …, 2018 - Elsevier
With the development of wireless communication technology, electromagnetic spectrum
become scare resources. The accuracy of spectrum detection needs to be improved. In the …

Effects of real instrument on performance of an energy detection-based spectrum sensing method

D Capriglione, G Cerro, L Ferrigno… - IEEE Transactions on …, 2019 - ieeexplore.ieee.org
In cognitive radio (CR) networks, the role of spectrum sensing (SS) is crucial to enable an
efficient exploitation of the radio spectrum resource. The need to measure spectrum …

Spectrum sensing using CNN with attention on switch of channel states

Z Cong, M Jin, Q Guo, Z Zhou… - IEEE Communications …, 2022 - ieeexplore.ieee.org
This work addresses the issue of spectrum sensing with random arrival and departure of
primary signals. We first design a convolutional neural network (CNN) with outputs as the …

Conventional energy detector

S Atapattu, C Tellambura, H Jiang, S Atapattu… - Energy detection for …, 2014 - Springer
As mentioned before, the energy detector senses spectrum holes by determining whether
the primary signal is absent or present in a given frequency slot. The energy detector …

Information geometry-based fuzzy-c means algorithm for cooperative spectrum sensing

Y Zhang, C Ma, Y Wang, S Zhang, P Wan - IEEE Access, 2020 - ieeexplore.ieee.org
In this paper, the spectrum sensing problem is investigated under the context of information
geometry and a novel clustering algorithm based spectrum sensing scheme is developed to …

A Weight Extreme Value Detection Method of Radio Frequency I/Q Data Component for Software Defined Radio Electromagnetic Spectrum Dynamic Access Strategy

Z Chen - IEEE Transactions on Instrumentation and …, 2023 - ieeexplore.ieee.org
The dynamic spectrum access strategy of secondary users (SUs) of software radio can
effectively improve the utilization rate of electromagnetic spectrum resources. The signal …