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dApps: Enabling Real-Time AI-Based Open RAN Control

ArXiv Link Computer Networks

In this repository we configure an OpenAirInterface 5G gNB and a dApp for real-time RAN control.

There are four modules composing this frameworks:

  • Python library for creating and deploying dApps
  • LibE3: A Vendor neutral library in C++ with C wrappers for the E3AP on the RAN side
  • A custom version of OAI with LibE3 and the E3SM-Spectrum for IQ sensing and PRB nulling
  • A custom version of FlexRIC to enable xApp-dApp synchronization through E2SM-DAPP

For a more detailed description of what are the dApps, please refer to our architectural paper (here for the archive version) and its presentation page.

If you use the dApp concept and/or the framework to develop your own dApps, please cite the following paper:

@article{LACAVA2025111342,
title = {{dApps: Enabling Real-Time AI-based Open RAN Control}},
journal = {Computer Networks},
pages = {111342},
year = {2025},
issn = {1389-1286},
doi = {https://doi.org/10.1016/j.comnet.2025.111342},
url = {https://www.sciencedirect.com/science/article/pii/S1389128625003093},
author = {Andrea Lacava and Leonardo Bonati and Niloofar Mohamadi and Rajeev Gangula and Florian Kaltenberger and Pedram Johari and Salvatore D’Oro and Francesca Cuomo and Michele Polese and Tommaso Melodia},
keywords = {Open RAN, dApps, Real-time control loops, Radio Resource Management (RRM), Spectrum sharing, Positioning, Integrated Sensing and Communication (ISAC)}
}

Usage

A complete tutorial on dApps can be found on the OpenRAN Gym website.

Configuration and setup guides live in docs/:

About

Framework of the dApps. Partially supported by OUSD(R&E) through Army Research Laboratory Cooperative Agreement Number W911NF-24-2-0065, by the O-RAN ALLIANCE, by the SERICS (PE00000014) 5GSec project under the MUR PNRR funded by the European Union — NextGenerationEU, and by the U.S. NSF under grants CNS-1925601, CNS-2117814, and CNS-2112471.

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