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 …
On the Use of Artificial Neural Networks to Predict the Quality of Wi-Fi Links
One of the aspects that mainly characterize wireless networks is their apparent
unpredictability. Although several attempts were made in the past years to define for them …
unpredictability. Although several attempts were made in the past years to define for them …
AI/ML-based Load Prediction in IEEE 802.11 Enterprise Networks
Enterprise Wi-Fi networks can greatly benefit from Artificial Intelligence and Machine
Learning (AI/ML) thanks to their well-developed management and operation capabilities. At …
Learning (AI/ML) thanks to their well-developed management and operation capabilities. At …
A spatio-temporal prediction methodology based on deep learning and real Wi-Fi measurements
SS Shaabanzadeh, J Sánchez-González - Computer Networks, 2024 - Elsevier
The rapid development of Wi-Fi technologies in recent years has caused a significant
increase in the traffic usage. Hence, knowledge obtained from Wi-Fi network measurements …
increase in the traffic usage. Hence, knowledge obtained from Wi-Fi network measurements …
[PDF][PDF] Echoing the Future: On-Device Machine Learning in Next-Generation Networks-A Comprehensive Survey
HB Pasandi, FB Pasandi, F Parastar, A Moradbeikie… - researchgate.net
On-device Machine Learning (on-deviceML) is the concept of bringing Machine Learning
models to the constraint device itself and making it smarter. Tiny Machine Learning (TinyML) …
models to the constraint device itself and making it smarter. Tiny Machine Learning (TinyML) …
[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 …