An O-RAN simulation testbed repurposes 5G UL-SRS as a passive bistatic radar and demonstrates live 3D UAV tracking with altitude observability via either a planar array or a second transmitter.
dApps: Distributed Applications for Real-time Inference and Control in O-RAN
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abstract
The Open Radio Access Network (Open RAN)-which is being standardized, among others, by the O-RAN Alliance-is bringing a radical transformation to the cellular ecosystem through the notions of disaggregation and RAN Intelligent Controllers (RICs). The latter enable closed-loop control through custom logic applications, namely xApps and rApps, supporting control decisions at different timescales. However, the current O-RAN specifications lack of a practical approach to execute real-time control loops operating at timescales below 10ms. In this paper, we propose the notion of dApps, distributed applications that complement existing xApps/rApps by allowing operators to implement fine-grained data-driven management and control in real-time at the Central Units (CUs)/Distributed Units (DUs). dApps receive real-time data from the RAN, as well as enrichment information from the near-real-time RIC, and execute inference and control of lower-layer functionalities, thus enabling use cases with stricter timing requirements than those considered by the RICs, such as beam management and user scheduling. We propose feasible ways to integrate dApps in the O-RAN architecture by leveraging and extending interfaces and components already present therein. Finally, we discuss challenges specific to dApps, and provide preliminary results that show the benefits of executing network intelligence through dApps.
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2026 1verdicts
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5G ISAC-Based UAV Detection and 3-D Tracking Using Uplink Sounding Reference Signals on an End-to-End O-RAN Simulation Testbed
An O-RAN simulation testbed repurposes 5G UL-SRS as a passive bistatic radar and demonstrates live 3D UAV tracking with altitude observability via either a planar array or a second transmitter.