Intelligent resource management for satellite and terrestrial spectrum shared networking toward B5G

M Jia, X Zhang, J Sun, X Gu… - IEEE Wireless …, 2020 - ieeexplore.ieee.org
Integrated satellite-terrestrial networks (ISTNs) toward beyond fifth-generation (B5G)
wireless systems benefiting from both satellite and terrestrial systems can achieve all-time …

Realizing intelligent spectrum management for integrated satellite and terrestrial networks

YC Liang, J Tan, H Jia, J Zhang… - … of Communications and …, 2021 - ieeexplore.ieee.org
Nowadays both satellite and terrestrial networks are expanding rapidly to meet the ever-
increasing demands for higher throughput, lower latency, and wider coverage. However …

Deep learning-based spectrum sensing in space-air-ground integrated networks

R Liu, Y Ma, X Zhang, Y Gao - Journal of Communications and …, 2021 - ieeexplore.ieee.org
To complement terrestrial connections, the space-air-ground integrated network (SAGIN)
has been proposed to provide wide-area connections with improved quality of experience …

Big-data-based intelligent spectrum sensing for heterogeneous spectrum communications in 5G

X Liu, Q Sun, W Lu, C Wu, H Ding - IEEE Wireless …, 2020 - ieeexplore.ieee.org
Although spectrum sensing is commonly used in modern wireless communications to
determine spectrum resources, the rapid development of wireless communications has …

Federated learning-based cooperative spectrum sensing in cognitive radio

Z Chen, YQ Xu, H Wang, D Guo - IEEE Communications …, 2021 - ieeexplore.ieee.org
Deep cooperative sensing is a cooperative spectrum sensing (CSS) algorithm based on a
deep neural network (DNN). Since training DNN requires a large amount of sample data …

Shared spectrum monitoring using deep learning

FA Bhatti, MJ Khan, A Selim… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Shared spectrum usage is inevitable due to the ongoing increase in wireless services and
bandwidth requirements. Spectrum monitoring is a key enabler for efficient spectrum sharing …

Energy-efficient cooperative spectrum sensing in cognitive satellite terrestrial networks

J Hu, G Li, D Bian, S Shi, R Ge, L Gou - IEEE Access, 2020 - ieeexplore.ieee.org
Having the ability to provide seamless coverage and alleviate the frequency scarcity, the
cognitive satellite terrestrial network becomes a promising candidate for future …

Synergistic spectrum sharing in 5G HetNets: A harmonized SDN-enabled approach

AM Akhtar, X Wang, L Hanzo - IEEE Communications …, 2016 - ieeexplore.ieee.org
Given the anticipated 1000 times growth of tele-traffic, the conception of efficient spectrum
management and sharing mechanisms becomes essential for 5G networks due to the …

Deep learning aided spectrum prediction for satellite communication systems

X Ding, L Feng, Y Zou, G Zhang - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
In this paper, we study a spectrum-sharing satellite system, consisting of a pair of
geosynchronous earth orbit (GEO) and low earth orbit (LEO) constellation, where the LEO …

Artificial-intelligence-based data analytics for cognitive communication in heterogeneous wireless networks

K Lin, C Li, D Tian, A Ghoneim… - IEEE Wireless …, 2019 - ieeexplore.ieee.org
Rapidly growing wireless networks are facing spectrum shortages, so how to improve
spectrum utilization becomes critical. The rise of artificial intelligence (AI) technologies can …