[PDF][PDF] Future Wireless Networks: Towards Learning-driven Sixth-generation Wireless Communications

R Saleem - 2023 - core.ac.uk
The evolution of wireless communication networks, from present to the emerging fifth-
generation (5G) new radio (NR), and sixth-generation (6G) is inevitable, yet propitious. The …

Applications of intelligent radio technologies in unlicensed cellular networks-a survey

YF Huang, HH Chen - … on Internet and Information Systems (TIIS), 2021 - koreascience.kr
Demands for high-speed wireless data services grow rapidly. It is a big challenge to
increasing the network capacity operating on licensed spectrum resources. Unlicensed …

An Energy-Efficient Q-Learning Model for Fair Coexistence of Cellular Networks in an Unlicensed Spectrum

V JK, Y Deshpande, S Joshi, RS Commi - Available at SSRN 4960958 - papers.ssrn.com
In recent years, the global demand for mobile data has surged significantly. To address this
issue, various techniques have been explored to enhance cellular network capacity and …

Intelligent access to unlicensed spectrum: a mean field based deep reinforcement learning approach

E Pei, Y Huang, L Zhang, Y Li… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
As the demand for mobile data traffic continues to grow, offloading data traffic to unlicensed
spectrum is a promising approach that can relieve the pressure on cellular systems …

Proactive resource management for LTE in unlicensed spectrum: A deep learning perspective

U Challita, L Dong, W Saad - IEEE transactions on wireless …, 2018 - ieeexplore.ieee.org
Performing cellular long term evolution (LTE) communications in unlicensed spectrum using
licensed assisted access LTE (LTE-LAA) is a promising approach to overcome wireless …

Unlicensed Band Traffic and Fairness Maximization Approach Based on Rate-Splitting Multiple Access

JZ Woo - KIPS Transactions on Computer and Communication …, 2023 - koreascience.kr
As the spectrum shortage problem has accelerated by the emergence of various services,
New Radio-Unlicensed (NR-U) has appeared, allowing users who communicated in …

Research on Resource Allocation under Unlicensed Spectrum Using Q-Learning

U Ial - arXiv preprint arXiv:2402.00871, 2023 - arxiv.org
In response to the advent of the 5G era, enhancing throughput and increasing transmission
efficiency within limited spectrum resources is an important research topic. In the LTE …

[PDF][PDF] A Study on Spectrum Sharing between Cellular and Wi-Fi Networks

K Kinoshita, B Ragchaa - 2023 - repo.lib.tokushima-u.ac.jp
In recent years, the amount of mobile traffic is growing rapidly and spectrum resources are
becoming scarce in wireless networks. Under these predictions, it is clear that the wireless …

Towards coexistence of cellular and WiFi networks in unlicensed spectrum: A neural networks based approach

M Alsenwi, I Yaqoob, SR Pandey, YK Tun… - IEEE …, 2019 - ieeexplore.ieee.org
Long-Term Evolution in the Unlicensed Spectrum (LTE-U) is considered as an
indispensable technology to mitigate the spectrum scarcity in wireless networks. Typical LTE …

Reinforcement learning for efficient and fair coexistence between LTE-LAA and Wi-Fi

M Han, S Khairy, LX Cai, Y Cheng… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
Long-Term Evolution (LTE) over unlicensed spectrum extends LTE technology to the
spacious unlicensed spectrum with readily available bandwidth. The provided capacity …