Toward Digital Network Twins: Integrating Sionna RT in ns-3 for 6G Multi-RAT Networks Simulations
Not on the map. Why?
Abstract (arXiv)
The increasing complexity of 6G systems demands innovative tools for network management, simulation, and optimization. This work introduces the integration of ns-3 with Sionna RT, establishing the foundation for the first open source full-stack Digital Network Twin (DNT) capable of supporting multi-RAT. By incorporating a deterministic ray tracer for precise and site-specific channel modeling, this framework addresses limitations of traditional stochastic models and enables realistic, dynamic, and multilayered wireless network simulations. Tested in a challenging vehicular urban scenario, the proposed solution demonstrates significant improvements in accurately modeling wireless channels and their cascading effects on higher network layers. With up to 65% observed differences in application-layer performance compared to stochastic models, this work highlights the transformative potential of ray-traced simulations for 6G research, training, and network management.
Key facts. Cited by 6 papers in the map (data through 7 Oct 2026). First posted on arXiv 31 Dec 2024.
Builds on
No reference list yet.
Built on by
Citing papers per year: 2025: 4; 2026: 2.
6 papers.
- 2025How to Bridge the Sim-to-Real Gap in Digital Twin-Aided Telecommunication Networkscited by 6
- 20266GAgentGym: Tool Use, Data Synthesis, and Agentic Learning for Network Managementcited by 3
- 2025Wideband RF Radiance Field Modeling Using Frequency-embedded 3D Gaussian Splattingcited by 2
- 2025AutoBS: Autonomous Base Station Deployment with Reinforcement Learning and Digital Network Twinscited by 1
- 2025Online Conformal Anomaly Detection with Prediction-Powered Data Acquisitioncited by 0
- 2026LUCID: An Agentic AI Framework on Digital-Twin in the Loop for QoS-Guaranteeing Robotic Controlcited by 0
- 2026LUCID: An Agentic AI Framework on Digital-Twin in the Loop for QoS-Guaranteeing Robotic Control28 Aug 2026
- 20266GAgentGym: Tool Use, Data Synthesis, and Agentic Learning for Network Management31 Mar 2026
- 2025How to Bridge the Sim-to-Real Gap in Digital Twin-Aided Telecommunication Networks9 Jul 2025
- 2025Wideband RF Radiance Field Modeling Using Frequency-embedded 3D Gaussian Splatting27 May 2025
- 2025Online Conformal Anomaly Detection with Prediction-Powered Data Acquisition3 May 2025
- 2025AutoBS: Autonomous Base Station Deployment with Reinforcement Learning and Digital Network Twins27 Feb 2025