19 citations · 20 across the 5 of their papers we have counts for
5 papers
Design Principles for Model Generalization and Scalable AI Integration in Radio Access Networks
Pablo Soldati, Euhanna Ghadimi, Burak Demirel +3
Artificial intelligence (AI) has emerged as a powerful tool for addressing complex and dynamic tasks in radio communication systems. Research in this area, however, focused on AI s…
Decentralized Joint Beamforming, User Scheduling and QoS Management in 5G and Beyond Systems
Roberto P. Antonioli, Gabor Fodor, Pablo Soldati +1
Fifth generation cellular systems support a broad range of services, including mobile broadband, critical and massive Internet of Things and are used in a variety of scenarios. In…
A Reinforcement Learning Approach to Power Control and Rate Adaptation in Cellular Networks
Euhanna Ghadimi, Francesco Davide Calabrese, Gunnar Peters +1
Optimizing radio transmission power and user data rates in wireless systems via power control requires an accurate and instantaneous knowledge of the system model. While this probl…
Learning Radio Resource Management in 5G Networks: Framework, Opportunities and Challenges
Francesco Davide Calabrese, Li Wang, Euhanna Ghadimi +2
In the fifth generation (5G) of mobile broadband systems, Radio Resources Management (RRM) will reach unprecedented levels of complexity. To cope with the ever more sophisticated R…
Modular design of jointly optimal controllers and forwarding policies for wireless control
Burak Demirel, Zhenhua Zou, Pablo Soldati +1
We consider the joint design of packet forwarding policies and controllers for wireless control loops where sensor measurements are sent to the controller over an unreliable and en…