Federated spatial reuse optimization in next-generation Decentralized IEEE 802.11 WLANs

F Wilhelmi, J Hribar, SF Yilmaz, E Ozfatura… - arXiv preprint arXiv …, 2022 - arxiv.org
As wireless standards evolve, more complex functionalities are introduced to address the
increasing requirements in terms of throughput, latency, security, and efficiency. To unleash …

On the latency of IEEE 802.11 ax WLANs with parameterized spatial reuse

E de Carvalho Rodrigues… - … 2020-2020 IEEE …, 2020 - ieeexplore.ieee.org
In this article, we evaluate the performance of the parameterized spatial reuse (PSR)
framework of IEEE 802.11 ax, mainly focusing on its impact on transmission latency. Based …

LSR: link-aware spatial reuse in IEEE 802.11 ax WLANs

H Lee, HS Kim, S Bahk - 2021 IEEE Wireless Communications …, 2021 - ieeexplore.ieee.org
The upsurge of mobile traffic volume has led to dense deployment of IEEE 802.11 wireless
local area networks (WLANs). To enhance spectral efficiency in dense WLAN deployments …

Analysis of a decentralized Bayesian optimization algorithm for improving spatial reuse in dense WLANs

A Bardou, T Begin - Computer Communications, 2023 - Elsevier
Despite representing the prominent means of accessing the Internet, WLANs remain subject
to performance issues, which may be mitigated through more efficient spatial reuse of radio …

Spatial reuse in IEEE 802.11 ax WLANs

F Wilhelmi, S Barrachina-Muñoz, C Cano… - Computer …, 2021 - Elsevier
Dealing with massively crowded scenarios is one of the most ambitious goals of next-
generation wireless networks. With this goal in mind, the IEEE 802.11 ax amendment …

Inspire: Distributed bayesian optimization for improving spatial reuse in dense wlans

A Bardou, T Begin - Proceedings of the 25th International ACM …, 2022 - dl.acm.org
WLANs, which have overtaken wired networks to become the primary means of connecting
devices to the Internet, are prone to performance issues due to the scarcity of space in the …

[HTML][HTML] Novel learning-based spatial reuse optimization in dense WLAN deployments

I Jamil, L Cariou, JF Hélard - EURASIP Journal on Wireless …, 2016 - Springer
To satisfy the increasing demand for wireless systems capacity, the industry is dramatically
increasing the density of the deployed networks. Like other wireless technologies, Wi-Fi is …

Cooperate or not Cooperate: Transfer Learning with Multi-Armed Bandit for Spatial Reuse in Wi-Fi

PE Iturria-Rivera, M Chenier… - … Machine Learning in …, 2024 - ieeexplore.ieee.org
The exponential increase in the demand for high-performance services such as streaming
video and gaming by wireless devices has posed several challenges for Wireless Local …

On the performance of the spatial reuse operation in IEEE 802.11 ax WLANs

F Wilhelmi, S Barrachina-Muñoz… - 2019 IEEE Conference …, 2019 - ieeexplore.ieee.org
The Spatial Reuse (SR) operation included in the IEEE 802.11 ax-2020 (11ax) amendment
aims at increasing the number of parallel transmissions in an Overlapping Basic Service Set …

Potential and pitfalls of multi-armed bandits for decentralized spatial reuse in WLANs

F Wilhelmi, S Barrachina-Munoz, B Bellalta… - Journal of Network and …, 2019 - Elsevier
Spatial Reuse (SR) has recently gained attention to maximize the performance of IEEE
802.11 Wireless Local Area Networks (WLANs). Decentralized mechanisms are expected to …