SOC Algorithm-Based Framework for Spectrum Occupancy Completion

H Li, J Li, F Shen, G Ding, Q Wu - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
This paper investigates the completion of continuous spectrum occupancy in space-
frequency domain. Most of the existing studies adopt the traditional scheme, namely field …

Spectrum inpainting: a new framework for spectrum status determination in large cognitive radio networks

P Potier, CL Sorrells, Y Wang, L Qian, H Li - Wireless networks, 2014 - Springer
In this paper, the problem of spectrum status determination is considered for large cognitive
radio (CR) ad hoc networks. Spectrum sensing and spectrum decision are critical for …

A joint tensor completion and prediction scheme for multi-dimensional spectrum map construction

M Tang, G Ding, Q Wu, Z Xue, TA Tsiftsis - IEEE Access, 2016 - ieeexplore.ieee.org
Spectrum data, which are usually characterized by many dimensions, such as location,
frequency, time, and signal strength, present formidable challenges in terms of acquisition …

Spatial-temporal spectrum hole discovery: a hybrid spectrum sensing and geolocation database framework

J Wang, G Ding, Q Wu, L Shen, F Song - Chinese Science Bulletin, 2014 - Springer
A hybrid spectrum sensing and geolocation database framework is proposed to tackle the
discovery of spatial-temporal spectrum hole in cognitive radio networks. We first analyze the …

UAV-assisted spectrum mapping system based on tensor completion scheme

X Du, Q Zhu, Q Wu, W Zhong, Y Huang… - Machine Learning and …, 2021 - Springer
Electromagnetic spectrum is an indispensable resource in the current Information Age.
Along with the rapid development of integrated space and terrestrial communication …

Recovering missing values from corrupted historical observations: Approaching the limit of predictability in spectrum prediction tasks

X Li, G Chen, Y Xu, X Wang, T Song - IEEE Access, 2020 - ieeexplore.ieee.org
Spectrum prediction is a key enabler of a range of emerging applications, from adaptive
spectrum sensing to agile and proactive decision making, for dynamic spectrum access. Due …

[HTML][HTML] S-transformation based integrated approach for spectrum estimation, storage, and sensing in cognitive radio

PM Pradhan, G Panda - Digital Communications and Networks, 2019 - Elsevier
Cognitive Radio (CR) uses the principle of dynamic spectrum allocation to improve the
utilization of spectrum bands. The estimation of missing data is essential for maintaining an …

PSF-Based Spectrum Occupancy Prediction in Cognitive Radio

J Patil, N Bokde, SK Mishra, K Kulat - Advanced Engineering Optimization …, 2020 - Springer
A primary user (PU) is the licensed owner of the spectrum allocated to it. Studies have
shown that, for most of the time, spectrum allotted to the PU is unused. This creates an …

Multi-dimensional spectrum map construction: A tensor perspective

M Tang, G Ding, Z Xue, J Zhang… - 2016 8th International …, 2016 - ieeexplore.ieee.org
Spectrum data, which is usually characterized by many dimensions, such as location,
frequency, time and signal strength, presents formidable challenges in terms of acquisition …

Spectrum occupancy reconstruction in distributed cognitive radio networks using deep learning

MC Hlophe, SBT Maharaj - IEEE Access, 2019 - ieeexplore.ieee.org
Spectrum occupancy reconstruction is an important issue often encountered in collaborative
spectrum sensing in distributed cognitive radio networks (CRNs). This issue arises when the …