The Open RAN paradigm splits the cellular architecture into disaggregated functions joined by openly specified interfaces, and adds programmable control through the RICs attached over the E2 interface. Those controllers, however, close their loops no faster than tens of milliseconds, leaving out inference-driven decisi...
Andrea Lacava, Angelo Feraudo, Michele Polese et al.· Proceedings of the 20th ACM...· 0 citations
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
An open-source E3Controller for OCUDU is designed as a sidecar daemon so the E3 protocol stack, service-model logic, and dApp interactions live entirely outside RAN core processing, which is touched only through well-defined instrumentation hooks.
Angelo Feraudo, Ravis Shirkhani, Stefano Maxenti et al.· Proceedings of the 20th ACM...· 0 citations
Considering sharing or coexistence from the perspective of spectrum alone fails to recognize that any spectrum-enabled service also requires (i) radio and processing infrastructure and (ii) a protocol stack, including waveforms and signal processing pipelines. The efficiency of spectrum coexistence frameworks such as C...
Michele Polese, M. Nguyen, Paolo Testolina 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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