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 …

[HTML][HTML] Smart preliminary channel access to support real-time traffic in Wi-Fi networks

K Chemrov, D Bankov, E Khorov, A Lyakhov - Future Internet, 2022 - mdpi.com
Real-time applications (RTA) are an important use case for IEEE 802.11 be, a new
amendment to the Wi-Fi standard. This amendment introduces new complicated …

[HTML][HTML] Preparing wi-fi 7 for healthcare internet-of-things

YA Qadri, Zulqarnain, A Nauman, A Musaddiq… - Sensors, 2022 - mdpi.com
The healthcare Internet of Things (H-IoT) is an interconnection of devices capable of sensing
and transmitting information that conveys the status of an individual's health. The continuous …

Improving IEEE 802.11 ax UORA performance: Comparison of reinforcement learning and heuristic approaches

K Kosek-Szott, S Szott, F Dressler - IEEE Access, 2022 - ieeexplore.ieee.org
Machine learning (ML) has gained attention from the network research community because
it can help solve difficult problems and potentially lead to groundbreaking achievements. In …

[HTML][HTML] Cfx: contention-free channel access for IEEE 802.11 ax

K Lee, D Kim - Sensors, 2022 - mdpi.com
Orthogonal frequency-division multiple access (OFDMA) has attracted great attention as a
key technology for uplink enhancement for Wi-Fi, since it can effectively reduce network …

Collision-Based Up-Link OFDMA Random Access Mechanism for Wi-Fi 6

A Rehman, FB Hussain, R Ali, T Khurshaid - IEEE Access, 2023 - ieeexplore.ieee.org
The IEEE 802.11 ax standard defines High-Efficiency WLAN (HEW), which is known as 6th
Generation Wi-Fi (Wi-Fi 6) network. HEW uses an up-link OFDMA-based Random Access …

Adaptive multi-user uplink resource allocation based on access delay analysis in IEEE 802.11 ax

M Peng, Q Yin, K Zhang, C Kai - Wireless Networks, 2023 - Springer
Abstract In IEEE 802.11 ax, orthogonal frequency division multiple access (OFDMA) is
introduced in the uplink for multi-user transmission. The uplink resource units (RUs) can be …

[HTML][HTML] Lyapunov Drift-Plus-Penalty-Based Cooperative Uplink Scheduling in Dense Wi-Fi Networks

Y Kim, Y Kim - Sensors, 2024 - mdpi.com
In high-density network environments with multiple access points (APs) and stations,
individual uplink scheduling by each AP can severely interfere with the uplink transmissions …

Distributed Multi-Agent Deep Q-Learning for Fast Roaming in IEEE 802.11 ax Wi-Fi Systems

TH Wang, LH Shen, KT Feng - 2024 IEEE 21st Consumer …, 2024 - ieeexplore.ieee.org
The innovation of Wi-Fi 6, IEEE 802.11 ax, was be approved as the next sixth-generation
(6G) technology of wireless local area networks (WLANs) by improving the fun-damental …

Analytical model considering varying numbers of RA-RUs to determine how to allocate the RA-RUs in practice

D Zhu, G Pan - Wireless Networks, 2024 - Springer
The uplink OFDMA− based random access (UORA) is a key mechanism in the 802.11 ax
protocol. The advantage of the UORA is that nodes can send their frames quickly without …