Wi-Fi meets ML: A survey on improving IEEE 802.11 performance with machine learning

S Szott, K Kosek-Szott, P Gawłowicz… - … Surveys & Tutorials, 2022 - ieeexplore.ieee.org
Wireless local area networks (WLANs) empowered by IEEE 802.11 (Wi-Fi) hold a dominant
position in providing Internet access thanks to their freedom of deployment and configuration …

Future is unlicensed: Private 5G unlicensed network for connecting industries of future

R Bajracharya, R Shrestha, H Jung - Sensors, 2020 - mdpi.com
This paper aims to unlock the unlicensed band potential in realizing the Industry 4.0
communication goals of the Fifth-Generation (5G) and beyond. New Radio in the Unlicensed …

Spectrum sharing schemes from 4G to 5G and beyond: Protocol flow, regulation, ecosystem, economic

M Parvini, AH Zarif, A Nouruzi, N Mokari… - IEEE Open Journal …, 2023 - ieeexplore.ieee.org
As the services and requirements of next-generation wireless networks become increasingly
diversified, it is estimated that the current frequency bands of mobile network operators …

[HTML][HTML] Downlink channel access performance of NR-U: Impact of numerology and mini-slots on coexistence with Wi-Fi in the 5 GHz band

K Kosek-Szott, AL Valvo, S Szott, P Gallo, I Tinnirello - Computer Networks, 2021 - Elsevier
Coexistence between cellular systems and Wi-Fi gained the attention of the research
community when LTE License Assisted Access (LAA) entered the unlicensed band. The …

Resolving 5G NR-U contention for gap-based channel access in shared sub-7 GHz bands

M Zając, S Szott - IEEE Access, 2022 - ieeexplore.ieee.org
New Radio Unlicensed (NR-U) enables 5G networks to operate in unlicensed channels,
including the sub-7 GHz bands where transmitters are required to adhere to a set of …

Multivariate Time Series characterization and forecasting of VoIP traffic in real mobile networks

M Di Mauro, G Galatro, F Postiglione… - … on Network and …, 2023 - ieeexplore.ieee.org
Predicting the behavior of real-time traffic (eg, VoIP) in mobility scenarios could help the
operators to better plan their network infrastructures and to optimize the allocation of …

A comprehensive survey of spectrum sharing schemes from a standardization and implementation perspective

M Parvini, AH Zarif, A Nouruzi, N Mokari… - arXiv preprint arXiv …, 2022 - arxiv.org
As the services and requirements of next-generation wireless networks become increasingly
diversified, it is estimated that the current frequency bands of mobile network operators …

[HTML][HTML] Using self-deferral to achieve fairness between Wi-Fi and NR-U in downlink and uplink scenarios

S Szott, K Kosek-Szott, AL Valvo, I Tinnirello - Computer Communications, 2022 - Elsevier
Wireless networks operating in unlicensed bands generally use one of two channel access
paradigms: random access (eg, Wi-Fi) or scheduled access (eg, LTE License Assisted …

Bayesian Inference-assisted Machine Learning for Near Real-Time Jamming Detection and Classification in 5G New Radio (NR)

S Jere, Y Wang, I Aryendu, S Dayekh… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
The increased flexibility and density of spectrum access in 5G New Radio (NR) has made
jamming detection and classification a critical research area. To detect coexisting jamming …

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 …