Performance Prediction in OBSS WLANs Using Machine Learning Approaches

R Mohan, V Satheesh, S Kalkunte… - 2023 First International …, 2023 - ieeexplore.ieee.org
In high-dense deployment of WLANs with very high throughputs in environments like malls,
stadiums, colleges, etc., the throughput achieved by next-generation IEEE 802.11 WLANs is …

Predicting the throughput of next generation ieee 802.11 wlans in dense deployments

R Mohan, KV Ramnan, J Manikandan - Procedia Computer Science, 2022 - Elsevier
Abstract Next-generation IEEE 802.11 WLANs when deployed in dense environments and
complex situations, the throughput achieved is much lower than the estimated values due to …

[PDF][PDF] Throughput Prediction in Dense IEEE 802.11 WLANs Using Graph Neural Networks

R Mohan, AC Dsouza, P Punith, J Manikandan - Journal of Advances in …, 2023 - jait.us
With the growing adaptation of Wi-Fi and the increased possibilities of complementing it with
5G, there is a need to exploit the fullest potential of the IEEE 802.11 ac/ax and higher …

Throughput Analysis of Dense-Deployed WLANs Using Machine Learning

CV Divya, PV Naik, R Mohan - … International Conference on …, 2023 - ieeexplore.ieee.org
IEEE 802.11 (Wi-Fi family of standards) have been widely adapted for internet access due to
the ease of deployment, freedom of configuration and interoperability of the devices …

[HTML][HTML] ATARI: A graph convolutional neural network approach for performance prediction in next-generation WLANs

P Soto, M Camelo, K Mets, F Wilhelmi, D Góez… - Sensors, 2021 - mdpi.com
IEEE 802.11 (Wi-Fi) is one of the technologies that provides high performance with a high
density of connected devices to support emerging demanding services, such as virtual and …

Machine Learning approaches for predicting Throughput of Very High and EXtreme High Throughput WLANs in dense deployments

R Mohan, KV Ramnan… - 2021 12th International …, 2021 - ieeexplore.ieee.org
Wireless local area networks standards like IEEE 802.11 ax and higher are being exploited
thoroughly across the globe due to many encouraging factors. Dynamic Channel Bonding is …

Prediction of Throughput of EXT WLANs through Machine Learning

R Mohan, K Mishra, AR Bendrapu… - … for Advancement in …, 2022 - ieeexplore.ieee.org
WLANs are expected to be one of the foundations of next-generation wireless
communication systems. They're well-known for their unique capacity to deliver high data …

WLAN Throughput Prediction Using Deep Learning with Throughput, RSS, and COR

Y Tsuchiya, N Suga, K Uruma, K Yano… - … on Intelligent Signal …, 2022 - ieeexplore.ieee.org
Throughput prediction of wireless LAN (WLAN) is important technology for effective use of
frequency spectrum. In conventional throughput prediction methods, the future throughput is …

Performance Modeling of IEEE 802.11 WLANs

M Stojanova - 2019 - hal.science
It is virtually impossible to name all the spheres of society that have been profoundly
changed by the widespread of the Internet or to measure its impact inside each sphere …

Machine learning for performance prediction of channel bonding in next-generation IEEE 802.11 WLANs

F Wilhelmi, D Góez, P Soto, R Vallés, M Alfaifi… - arXiv preprint arXiv …, 2021 - arxiv.org
With the advent of Artificial Intelligence (AI)-empowered communications, industry,
academia, and standardization organizations are progressing on the definition of …