Cellular networks are expanding beyond terrestrial infrastructure, with Non-Terrestrial Networks (NTNs) emerging as a way to extend coverage, backhaul remote sites, and host parts of the Radio Access Network (RAN) stack in space. Yet most experimental platforms still treat the satellite feeder as an idealized pipe. Thi...
M. Elkael, Michele Polese, Tommaso Melodia· Proceedings of the 20th ACM...· 0 citations
This work recovers DU-side scheduling behavior and radio-side execution, including the per-beam and per-layer beamforming weights carried on the C-plane, separating measured quantities from those conditioned on an array hypothesis, and ground an eleven-agent platform in which a language model only interprets measuremen...
Sridhar Rajagopal, Eran Pisek, Gabriele Gemmi et al.· Proceedings of the 3rd ACM W...· 0 citations
Real-time control loops in Open RAN are increasingly colocated with the gNB, where dApps, i.e., programmable applications with sub-millisecond access to PHY- and MAC-layer signals, enable latency-critical use cases such as spectrum sharing, channel-aware scheduling, and integrated sensing. What turns dApps from a per-v...
Angelo Feraudo, Ravis Shirkhani, Stefano Maxenti et al.· 0 citations
MAC-Gyver is presented, an open-source framework for developing and evaluating scheduling applications that execute directly inside the OpenAirInterface scheduler and shows how the same production stack can be an AI playground that supports implementation, controlled evaluation, and over-the-air validation through comp...
M. Elkael, Reshma Prasad, Tamerlan Aghayev et al.· arXiv.org· 0 citations
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