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 …

Multi-agent reinforcement learning based 3D trajectory design in aerial-terrestrial wireless caching networks

YJ Chen, KM Liao, ML Ku, FP Tso… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
This paper investigates a dynamic 3D trajectory design of multiple cache-enabled
unmanned aerial vehicles (UAVs) in a wireless device-to-device (D2D) caching network with …

Introducing reinforcement learning in the Wi-Fi MAC layer to support sustainable communications in e-Health scenarios

G Famitafreshi, MS Afaqui, J Melià-Seguí - IEEE Access, 2023 - ieeexplore.ieee.org
The crisis of energy supplies has led to the need for sustainability in technology, especially
in the Internet of Things (IoT) paradigm. One solution is the integration of passive …

Multi-armed bandits for decentralized AP selection in enterprise WLANs

M Carrascosa, B Bellalta - Computer Communications, 2020 - Elsevier
WiFi densification leads to the existence of multiple overlapping coverage areas, which
allows user stations (STAs) to choose between different Access Points (APs). The standard …

Channel load aware AP/Extender selection in Home WiFi networks using IEEE 802.11 k/v

T Adame, M Carrascosa, B Bellalta, I Pretel… - IEEE …, 2021 - ieeexplore.ieee.org
Next-generation Home WiFi networks have to step forward in terms of performance. New
applications such as on-line games, virtual reality or high quality video contents will further …

Improving Spatial Reuse of Wireless LANs using Contextual Bandits

H Kim, G Na, H Im, J So - IEEE Transactions on Wireless …, 2023 - ieeexplore.ieee.org
Spatial reuse is an important factor in building highly efficient wireless local area networks.
The key to maximizing spatial reuse is to support concurrent transmissions while avoiding …

IEEE 802.11 be Network Throughput Optimization With Multi-Link Operation and AP Controller

L Zhang, H Yin, S Roy, L Cao, X Gao… - IEEE Internet of Things …, 2024 - ieeexplore.ieee.org
IEEE 802.11 be (Wi-Fi 7) introduces a new concept called multi-link operation (MLO), which
allows multiple Wi-Fi interfaces in different bands (2.4, 5, and 6 GHz) to work together to …

Weapon-target assignment of ballistic missiles based on Q-learning and genetic algorithm

Q Cheng, D Chen, J Gong - 2021 IEEE International …, 2021 - ieeexplore.ieee.org
There are two methods to handle the weapon target assignment (WTA) problem: treat it as a
single-agent multi-step decision-making problem or a multi-agent single-step decision …

A Software-defined Delay-aware Traffic Load Control for WiFi-based Smart City Services

B Kurungadan, A Abdrabou - 2021 International Conference on …, 2021 - ieeexplore.ieee.org
Most Smart city initiatives embrace WiFi as the candidate technology for its ubiquitous
coverage and cost-effectiveness. Nevertheless, the quality-of-service (QoS) requirements of …

Multi-Armed Bandits for Minesweeper: Profiting From Exploration–Exploitation Synergy

IQ Lordeiro, DB Haddad… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
A popular computer puzzle, the game of Minesweeper requires its human players to have a
mix of both luck and strategy to succeed. Analyzing these aspects more formally, in our …