5 citations · 12 across the 9 of their papers we have counts for
7 papers · 1 filter
Data-Driven Cellular Mobility Management via Bayesian Optimization and Reinforcement Learning
Mohamed Benzaghta, Sahar Ammar, David López-Pérez +2
Mobility management in cellular networks faces increasing complexity due to network densification and heterogeneous user mobility characteristics. Traditional handover (HO) mechani…
Cellular Network Design for UAV Corridors via Data-driven High-dimensional Bayesian Optimization
Mohamed Benzaghta, Giovanni Geraci, David López-Pérez +1
We address the challenge of designing cellular networks for uncrewed aerial vehicles (UAVs) corridors through a novel data-driven approach. We assess multiple state-of-the-art high…
Data-Driven Design of 3GPP Handover Parameters with Bayesian Optimization and Transfer Learning
Mohamed Benzaghta, Sahar Ammar, David López-Pérez +2
Mobility management in dense cellular networks is challenging due to varying user speeds and deployment conditions. Traditional 3GPP handover (HO) schemes, relying on fixed A3-offs…
Data-driven Optimization and Transfer Learning for Cellular Network Antenna Configurations
Mohamed Benzaghta, Giovanni Geraci, David López-Pérez +1
We propose a data-driven approach for large-scale cellular network optimization, using a production cellular network in London as a case study and employing Sionna ray tracing for…
Designing Cellular Networks for UAV Corridors via Bayesian Optimization
Mohamed Benzaghta, Giovanni Geraci, David Lopez-Perez +1
As traditional cellular base stations (BSs) are optimized for 2D ground service, providing 3D connectivity to uncrewed aerial vehicles (UAVs) requires re-engineering of the existin…
UAV Communications in Integrated Terrestrial and Non-terrestrial Networks
Mohamed Benzaghta, Giovanni Geraci, Rasoul Nikbakht +1
With growing interest in integrating terrestrial networks (TNs) and non-terrestrial networks (NTNs) to connect the unconnected, a key question is whether this new paradigm could al…
Integrating Terrestrial and Non-terrestrial Networks: 3D Opportunities and Challenges
Giovanni Geraci, David Lopez-Perez, Mohamed Benzaghta +1
Integrating terrestrial and non-terrestrial networks has the potential of connecting the unconnected and enhancing the user experience for the already-connected, with technological…