Wi-Fi meets ML: A survey on improving IEEE 802.11 performance with machine learning
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 …
position in providing Internet access thanks to their freedom of deployment and configuration …
Energy-efficient AP selection using intelligent access point system to increase the lifespan of IoT devices
S Lee, J Park, H Choi, H Oh - Sensors, 2023 - mdpi.com
With the emergence of various Internet of Things (IoT) technologies, energy-saving schemes
for IoT devices have been rapidly developed. To enhance the energy efficiency of IoT …
for IoT devices have been rapidly developed. To enhance the energy efficiency of IoT …
Concurrent decentralized channel allocation and access point selection using multi-armed bandits in multi BSS WLANs
Á López-Raventós, B Bellalta - Computer Networks, 2020 - Elsevier
Abstract Enterprise Wireless Local Area Networks (WLANs) consist of multiple Access Points
(APs) covering a given area. In these networks, interference is mitigated by allocating …
(APs) covering a given area. In these networks, interference is mitigated by allocating …
Channel load aware AP/Extender selection in Home WiFi networks using IEEE 802.11 k/v
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 …
applications such as on-line games, virtual reality or high quality video contents will further …
Machine learning-based approaches for user association and access point selection in heterogeneous fixed wireless networks
Abstract Fixed Wireless Networks (FWNs) provide an alternative means for internet
connectivity in rural and harsh propagation environments. Intensive technical expertise is …
connectivity in rural and harsh propagation environments. Intensive technical expertise is …
Information freshness-oriented relay selection in two-way relay networks: A multi-armed bandit approach
We study the relay selection problem for information freshness-oriented two-way relay
networks (TWRNs) operated with physical-layer network coding (PNC). Information …
networks (TWRNs) operated with physical-layer network coding (PNC). Information …
[PDF][PDF] Contribution to the development of Wi-Fi networks through machine learning based prediction and classification techniques
SS Shaabanzadeh, J Sánchez-González - grcm.tsc.upc.edu
The growing number of Wi-Fi users and the emergence of bandwidth-intensive services
have necessitated an increase in Access Point (AP) density, resulting in more complex …
have necessitated an increase in Access Point (AP) density, resulting in more complex …
Dynamic adaptive agent with critical movement detection for the next generation of spatial reuse
Spatial Reuse (SR) is one of the spectrum efficiency mechanisms in 802.11 ax, which has
the goal to maximize the parallel transmission in wireless networks. Currently, SR adopts …
the goal to maximize the parallel transmission in wireless networks. Currently, SR adopts …
Comprehensive Exploration and Implementation of Multi-Armed Bandit Algorithms Across Various Domains
J Liu - Highlights in Science, Engineering and Technology, 2024 - drpress.org
This paper presents a comprehensive analysis of Multi-Armed Bandit (MAB) algorithms,
elucidating their decision-making mechanisms in uncertain environments and their …
elucidating their decision-making mechanisms in uncertain environments and their …
[PDF][PDF] CHAPITRE VII. Approches basées sur l'apprentissage automatique pour l'association des utilisateurs et la sélection des points d'accès dans les réseaux sans fil …
La planification et l'optimisation des liens sans fil impliquent plusieurs paramètres difficiles à
estimer. Dans cet article, nous proposons deux algorithmes basés sur l'apprentissage …
estimer. Dans cet article, nous proposons deux algorithmes basés sur l'apprentissage …