[PDF][PDF] Deep learning for proactive resource allocation in LTE-U networks

U Challita, L Dong, W Saad - European wireless technology conference, 2017 - par.nsf.gov
LTE in unlicensed spectrum (LTE-U) is a promising approach to overcome the wireless
spectrum scarcity. However, to reap the benefits of LTE-U, a fair coexistence mechanism …

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 …

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 …

Intelligent sharing for LTE and WiFi systems in unlicensed bands: A deep reinforcement learning approach

J Tan, L Zhang, YC Liang… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
Operating LTE networks in unlicensed bands together with legacy WiFi systems is deemed
as a promising technique to support explosively growing mobile traffic. In conventional …

Optimizing unlicensed spectrum sharing for LTE-U and WiFi network coexistence

Q Chen, G Yu, Z Ding - IEEE Journal on Selected Areas in …, 2016 - ieeexplore.ieee.org
Long-term evolution in unlicensed spectrum (LTE-U) is an emerging technology for
expanding cellular network capacity without additional spectrum cost. This paper …

Bargaining game for effective coexistence between LTE-U and Wi-Fi systems

AK Bairagi, NH Tran, W Saad… - NOMS 2018-2018 IEEE …, 2018 - ieeexplore.ieee.org
LTE over unlicensed band (LTE-U) has emerged as an effective technique to overcome the
challenge of spectrum scarcity. Using LTE-U along with advanced techniques such as …

Proportional fairness-based resource allocation for LTE-U coexisting with Wi-Fi

H He, H Shan, A Huang, LX Cai, TQS Quek - IEEE Access, 2016 - ieeexplore.ieee.org
To further boost the performance of LTE to meet the ever-increasing mobile traffic demand in
a cost-effective way, applying LTE in unlicensed spectrum, known as LTE-U technology, is …

A machine learning algorithm for unlicensed LTE and WiFi spectrum sharing

N Rastegardoost, B Jabbari - 2018 IEEE International …, 2018 - ieeexplore.ieee.org
Shared use of unlicensed spectrum in practice for coexistence with WiFi is rather complex
and to achieve optimum usage can be highly challenging. While maximal utilization is …

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 …

Fair coexistence of LAA and WiFi in multi-carrier LBT based on joint throughput and airtime fairness

S Tuladhar, L Cao… - 2021 IEEE International …, 2021 - ieeexplore.ieee.org
LAA-LBT is a sensing-based access mechanism for spectrum sharing which allows the
harmonious coexistence of LTE with incumbents such as WiFi in the unlicensed band. The …