Emerging tools for link adaptation on 5G NR and beyond: Challenges and opportunities

FJ Martín-Vega, JC Ruiz-Sicilia, MC Aguayo… - IEEE …, 2021 - ieeexplore.ieee.org
With the speeding up of the fifth generation (5G) new radio (NR) worldwide
commercialization, one of the paramount questions for operators and vendors is how to …

Reinforcement learning for efficient and tuning-free link adaptation

V Saxena, H Tullberg, J Jaldén - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Wireless links adapt the data transmission parameters to the dynamic channel state–this is
called link adaptation. Classical link adaptation relies on tuning parameters that are …

Rate control with spatial reuse for Wi-Fi 6 dense deployments

A Krotov, A Kiryanov, E Khorov - IEEE Access, 2020 - ieeexplore.ieee.org
To improve the performance of Wi-Fi networks in dense deployments, the recent IEEE
802.11 ax standard introduces a palette of features improving spatial reuse. A key property …

Model-based thompson sampling for frequency and rate selection in underwater acoustic communications

J Tong, L Fu, Y Wang, Z Han - IEEE Transactions on Wireless …, 2023 - ieeexplore.ieee.org
Due to the harsh propagation environment, limited bandwidth, and constrained battery life,
transmission efficiency is a crucial issue for underwater acoustic (UWA) communications …

Deep reinforcement learning based link adaptation technique for LTE/NR systems

X Ye, Y Yu, L Fu - IEEE Transactions on Vehicular Technology, 2023 - ieeexplore.ieee.org
Outdated channel quality indicator (CQI) feedback causes severe performance degradation
of traditional link adaptation (LA) techniques in long term evolution (LTE) and new radio …

[HTML][HTML] Using ranging for collision-immune IEEE 802.11 rate selection with statistical learning

W Ciezobka, M Wojnar, K Rusek, K Kosek-Szott… - Computer …, 2024 - Elsevier
Appropriate data rate selection at the physical layer is crucial for Wi-Fi network performance:
too high rates lead to loss of data frames, while too low rates cause increased latency and …

A context-aware radio resource management in heterogeneous virtual RANs

S Tripathi, C Puligheddu… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
New-generation wireless networks are designed to support a wide range of services with
diverse key performance indicators (KPIs) requirements. A fundamental component of such …