Changes between Version 9 and Version 10 of Tutorials/Digital Twins/Geo2Sig Map Getting Started


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Timestamp:
Jan 26, 2026, 6:53:06 AM (2 weeks ago)
Author:
srivera2
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  • Tutorials/Digital Twins/Geo2Sig Map Getting Started

    v9 v10  
    1313* Building height calibration using Digital Elevation Models (DEMs)
    1414
    15 This drastically improves the accuracy of the environment being processed by the ML-based Propagation Model or a ray tracer of your choice. Throughout the following notebook examples, we utilize Sionna RT. This package is open-source and highly accurate for generating coverage maps. If you are unfamiliar with Sionna RT, feel free to read Nvidia's [https://arxiv.org/abs/2504.21719 Technical Report] to better understand how it works. Tutorials for Sionna can be found [here https://nvlabs.github.io/sionna/rt/tutorials.html].
     15This drastically improves the accuracy of the environment being processed by the ML-based Propagation Model or a ray tracer of your choice. Throughout our Jupyter Notebook examples, we utilize Sionna RT. This package is open-source and popular for creating coverage predictions. If you are unfamiliar with Sionna RT, feel free to read Nvidia's [https://arxiv.org/abs/2504.21719 Technical Report] to better understand how it works. Tutorials for Sionna can be found [https://nvlabs.github.io/sionna/rt/tutorials.html here].
    1616
    1717=== Prerequisites ===
     
    6868=== Generating a Coverage Map with Sionna RT ===
    6969
    70 === Generating a Coverage Map using Cascaded U-Net Model ===
     70This tutorial follows [https://github.com/functions-lab/geo2sigmap/tree/main/package this README] and [https://github.com/functions-lab/geo2sigmap/blob/main/research/examples/1_sionna_coverage_map.ipynb this tutorial]. Feel free to reference either directly if you require custom modifications.
    7171
    7272==== Cite ====
     73
     74If you're able to use the tool as a part of your research, please use the following citation:
     75
     76@inproceedings{li2024geo2sigmap,
     77  title={Geo2SigMap: High-fidelity RF signal mapping using geographic databases},
     78  author={Li, Yiming and Li, Zeyu and Gao, Zhihui and Chen, Tingjun},
     79  booktitle={Proc. IEEE International Symposium on Dynamic Spectrum Access Networks (DySPAN)},
     80  year={2024}
     81}