A Multi-Modal Simulation Framework to Enable Digital Twin-based V2X Communications in Dynamic Environments
Digital Twins (DTs) for physical wireless environments have been recently proposed as accurate virtual representations of the propagation environment that can enable multi-layer decisions at the physical communication equipment. At high-frequency bands, DTs can help to overcome the challenges emerging in high mobility conditions featuring vehicular environments. In this paper, we propose a novel data-driven workflow for the creation of the DT of a Vehicle-to-Everything (V2X) communication scenario and a multi-modal simulation framework for the generation of realistic sensor data and accurate mmWave/sub-THz wireless channels. The proposed method leverages an automotive simulation and testing framework and an accurate ray-tracing channel simulator. Simulations over an urban scenario show the achievable realistic sensor and channel modelling both at the infrastructure and at ego-vehicles. We showcase the proposed framework on the DT-aided blockage handover task for V2X link restoration, leveraging the framework’s dynamic channel generation capabilities for realistic vehicular blockage simulation.
Authors
- Matteo Matteucci (ORCID: https://orcid.org/0000-0002-8306-6739)
- Maurizio Magarini (ORCID: https://orcid.org/0000-0001-9288-0452)
- Umberto Spagnolini (ORCID: https://orcid.org/0000-0002-7047-2455)
- Francesco Linsalata (ORCID: https://orcid.org/0000-0002-6725-3606)
- Lorenzo Cazzella (ORCID: https://orcid.org/0000-0002-8484-3536)
Institutions
- Politecnico di Milano (IT)
Publication Details
- Published
- 2024-10-07
- DOI
- https://doi.org/10.1109/vtc2024-fall63153.2024.10757947
- Citations
- 8
- Primary Topic
- IoT and Edge/Fog Computing
- Type
- article
- Field-Weighted Citation Impact
- 2.79