6 papers
Performance Evaluation of MLO for XR Streaming: Can Wi-Fi 7 Meet the Expectations?
Marc Carrascosa-Zamacois, Lorenzo Galati-Giordano, Francesc Wilhelmi +4
Extended Reality (XR) has stringent throughput and delay requirements that are hard to meet with current wireless technologies. Missing these requirements can lead to worsened pict…
Distributed Learning for Wi-Fi AP Load Prediction
Dariush Salami, Francesc Wilhelmi, Lorenzo Galati-Giordano +1
The increasing cloudification and softwarization of networks foster the interplay among multiple independently managed deployments. An appealing reason for such an interplay lies i…
ConPA: A Contention-free Mechanism with Power Adaptation for Beyond Listen-Before-Talk
Francesc Wilhelmi, Paolo Baracca, Gianluca Fontanesi +1
In view of the need to find novel means to utilize the unlicensed spectrum to meet the rising latency and reliability requirements of new applications, we propose a novel mechanism…
Throughput Analysis of IEEE 802.11bn Coordinated Spatial Reuse
Francesc Wilhelmi, Lorenzo Galati-Giordano, Giovanni Geraci +3
Multi-Access Point Coordination (MAPC) is becoming the cornerstone of the IEEE 802.11bn amendment, alias Wi-Fi 8. Among the MAPC features, Coordinated Spatial Reuse (C-SR) stands a…
AI/ML-based Load Prediction in IEEE 802.11 Enterprise Networks
Francesc Wilhelmi, Dariush Salami, Gianluca Fontanesi +2
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 the…
Towards Energy-Aware Federated Traffic Prediction for Cellular Networks
Vasileios Perifanis, Nikolaos Pavlidis, Selim F. Yilmaz +6
Cellular traffic prediction is a crucial activity for optimizing networks in fifth-generation (5G) networks and beyond, as accurate forecasting is essential for intelligent network…